MPC(模型预测控制)-Simulink仿真

一、为什么使用MPC控制器?
  • ① MPC可以处理多输入耦合控制多输出的问题:

    在这里插入图片描述

  • ② MPC可以处理对于控制量有约束的问题

    比如,驾驶汽车的时候,汽车速度和转角都有上限

  • ③ MPC具有预测效果

    即MPC考虑的不是根据当前参考值进行控制,而是根据预测时间内的参考去预测当前的控制量,比如在小车转弯时,就避免了可能在过弯处急转弯。

在这里插入图片描述

MPC需要的算力高一些,因为MPC控制过程中,每个时间步都要求解一个相同形式不同参数的优化问题。

二、什么是MPC控制器?

在这里插入图片描述

  • 小车的数学模型:

在这里插入图片描述

iteminputsoutputs
Plant Model(被控对象的数学模型)之后m个控制量之后p个时间步的预测输出
  • 优化器:

在这里插入图片描述

iteminputsoutputs
优化器(数学模型, 之后p个时间步的参考轨迹, 约束条件)之后m个控制量

​ 优化器要考虑两点:

​ ① 预测轨迹与参考轨迹偏差最小

​ ②控制量不突变

      C 
     
    
      o 
     
    
      s 
     
    
      t 
     
    
      F 
     
    
      u 
     
    
      n 
     
    
      c 
     
    
      t 
     
    
      i 
     
    
      o 
     
    
      n 
     
    
      ≐ 
     
    
      J 
     
    
      = 
     
     
     
       ∑ 
      
      
      
        i 
       
      
        = 
       
      
        1 
       
      
     
       p 
      
     
     
     
       w 
      
     
       e 
      
     
     
     
       e 
      
      
      
        k 
       
      
        + 
       
      
        i 
       
      
     
       2 
      
     
    
      + 
     
     
     
       ∑ 
      
      
      
        i 
       
      
        = 
       
      
        0 
       
      
      
      
        p 
       
      
        − 
       
      
        1 
       
      
     
     
     
       w 
      
      
      
        Δ 
       
      
        u 
       
      
     
     
      
      
        Δ 
       
       
       
         u 
        
        
        
          k 
         
        
          + 
         
        
          i 
         
        
       
      
     
       2 
      
     
    
   
     Cost Function \doteq J = \sum_{i=1}^{p} w_e e_{k+i}^2 + \sum_{i=0}^{p-1} w_{\Delta u} {\Delta u_{k+i}}^2 
    
   
 </span><span class="katex-html"><span class="base"><span class="strut" style="height: 0.6833em;"></span><span class="mord mathnormal" style="margin-right: 0.0715em;">C</span><span class="mord mathnormal">os</span><span class="mord mathnormal" style="margin-right: 0.1389em;">tF</span><span class="mord mathnormal">u</span><span class="mord mathnormal">n</span><span class="mord mathnormal">c</span><span class="mord mathnormal">t</span><span class="mord mathnormal">i</span><span class="mord mathnormal">o</span><span class="mord mathnormal">n</span><span class="mspace" style="margin-right: 0.2778em;"></span><span class="mrel">≐</span><span class="mspace" style="margin-right: 0.2778em;"></span></span><span class="base"><span class="strut" style="height: 0.6833em;"></span><span class="mord mathnormal" style="margin-right: 0.0962em;">J</span><span class="mspace" style="margin-right: 0.2778em;"></span><span class="mrel">=</span><span class="mspace" style="margin-right: 0.2778em;"></span></span><span class="base"><span class="strut" style="height: 2.9762em; vertical-align: -1.2777em;"></span><span class="mop op-limits"><span class="vlist-t vlist-t2"><span class="vlist-r"><span class="vlist" style="height: 1.6985em;"><span class="" style="top: -1.8723em; margin-left: 0em;"><span class="pstrut" style="height: 3.05em;"></span><span class="sizing reset-size6 size3 mtight"><span class="mord mtight"><span class="mord mathnormal mtight">i</span><span class="mrel mtight">=</span><span class="mord mtight">1</span></span></span></span><span class="" style="top: -3.05em;"><span class="pstrut" style="height: 3.05em;"></span><span class=""><span class="mop op-symbol large-op">∑</span></span></span><span class="" style="top: -4.3471em; margin-left: 0em;"><span class="pstrut" style="height: 3.05em;"></span><span class="sizing reset-size6 size3 mtight"><span class="mord mtight"><span class="mord mathnormal mtight">p</span></span></span></span></span><span class="vlist-s">​</span></span><span class="vlist-r"><span class="vlist" style="height: 1.2777em;"><span class=""></span></span></span></span></span><span class="mspace" style="margin-right: 0.1667em;"></span><span class="mord"><span class="mord mathnormal" style="margin-right: 0.0269em;">w</span><span class="msupsub"><span class="vlist-t vlist-t2"><span class="vlist-r"><span class="vlist" style="height: 0.1514em;"><span class="" style="top: -2.55em; margin-left: -0.0269em; margin-right: 0.05em;"><span class="pstrut" style="height: 2.7em;"></span><span class="sizing reset-size6 size3 mtight"><span class="mord mathnormal mtight">e</span></span></span></span><span class="vlist-s">​</span></span><span class="vlist-r"><span class="vlist" style="height: 0.15em;"><span class=""></span></span></span></span></span></span><span class="mord"><span class="mord mathnormal">e</span><span class="msupsub"><span class="vlist-t vlist-t2"><span class="vlist-r"><span class="vlist" style="height: 0.8641em;"><span class="" style="top: -2.453em; margin-left: 0em; margin-right: 0.05em;"><span class="pstrut" style="height: 2.7em;"></span><span class="sizing reset-size6 size3 mtight"><span class="mord mtight"><span class="mord mathnormal mtight" style="margin-right: 0.0315em;">k</span><span class="mbin mtight">+</span><span class="mord mathnormal mtight">i</span></span></span></span><span class="" style="top: -3.113em; margin-right: 0.05em;"><span class="pstrut" style="height: 2.7em;"></span><span class="sizing reset-size6 size3 mtight"><span class="mord mtight">2</span></span></span></span><span class="vlist-s">​</span></span><span class="vlist-r"><span class="vlist" style="height: 0.3053em;"><span class=""></span></span></span></span></span></span><span class="mspace" style="margin-right: 0.2222em;"></span><span class="mbin">+</span><span class="mspace" style="margin-right: 0.2222em;"></span></span><span class="base"><span class="strut" style="height: 3.1259em; vertical-align: -1.2777em;"></span><span class="mop op-limits"><span class="vlist-t vlist-t2"><span class="vlist-r"><span class="vlist" style="height: 1.8482em;"><span class="" style="top: -1.8723em; margin-left: 0em;"><span class="pstrut" style="height: 3.05em;"></span><span class="sizing reset-size6 size3 mtight"><span class="mord mtight"><span class="mord mathnormal mtight">i</span><span class="mrel mtight">=</span><span class="mord mtight">0</span></span></span></span><span class="" style="top: -3.05em;"><span class="pstrut" style="height: 3.05em;"></span><span class=""><span class="mop op-symbol large-op">∑</span></span></span><span class="" style="top: -4.3471em; margin-left: 0em;"><span class="pstrut" style="height: 3.05em;"></span><span class="sizing reset-size6 size3 mtight"><span class="mord mtight"><span class="mord mathnormal mtight">p</span><span class="mbin mtight">−</span><span class="mord mtight">1</span></span></span></span></span><span class="vlist-s">​</span></span><span class="vlist-r"><span class="vlist" style="height: 1.2777em;"><span class=""></span></span></span></span></span><span class="mspace" style="margin-right: 0.1667em;"></span><span class="mord"><span class="mord mathnormal" style="margin-right: 0.0269em;">w</span><span class="msupsub"><span class="vlist-t vlist-t2"><span class="vlist-r"><span class="vlist" style="height: 0.3283em;"><span class="" style="top: -2.55em; margin-left: -0.0269em; margin-right: 0.05em;"><span class="pstrut" style="height: 2.7em;"></span><span class="sizing reset-size6 size3 mtight"><span class="mord mtight"><span class="mord mtight">Δ</span><span class="mord mathnormal mtight">u</span></span></span></span></span><span class="vlist-s">​</span></span><span class="vlist-r"><span class="vlist" style="height: 0.15em;"><span class=""></span></span></span></span></span></span><span class="mord"><span class="mord"><span class="mord">Δ</span><span class="mord"><span class="mord mathnormal">u</span><span class="msupsub"><span class="vlist-t vlist-t2"><span class="vlist-r"><span class="vlist" style="height: 0.3361em;"><span class="" style="top: -2.55em; margin-left: 0em; margin-right: 0.05em;"><span class="pstrut" style="height: 2.7em;"></span><span class="sizing reset-size6 size3 mtight"><span class="mord mtight"><span class="mord mathnormal mtight" style="margin-right: 0.0315em;">k</span><span class="mbin mtight">+</span><span class="mord mathnormal mtight">i</span></span></span></span></span><span class="vlist-s">​</span></span><span class="vlist-r"><span class="vlist" style="height: 0.2083em;"><span class=""></span></span></span></span></span></span></span><span class="msupsub"><span class="vlist-t"><span class="vlist-r"><span class="vlist" style="height: 0.8873em;"><span class="" style="top: -3.1362em; margin-right: 0.05em;"><span class="pstrut" style="height: 2.7em;"></span><span class="sizing reset-size6 size3 mtight"><span class="mord mtight">2</span></span></span></span></span></span></span></span></span></span></span></span></span></p> 

       尽管优化器输出的是之后 
      
     
       p 
      
     
       个时间步的控制量,但是在当前时间步, 
      
     
     
     
     
       M 
      
     
       P 
      
     
       C 
      
     
       仅将这个最有序列的第一步应用到汽车上,忽略其余部分 
      
     
    
   
     {\color{Red} 尽管优化器输出的是之后p个时间步的控制量,但是在当前时间步,}\\ {\color{Red} MPC仅将这个最有序列的第一步应用到汽车上,忽略其余部分} 
    
   
 </span><span class="katex-html"><span class="base"><span class="strut" style="height: 0.8778em; vertical-align: -0.1944em;"></span><span class="mord"><span class="mord cjk_fallback" style="color: red;">尽管优化器输出的是之后</span><span class="mord mathnormal" style="color: red;">p</span><span class="mord cjk_fallback" style="color: red;">个时间步的控制量,但是在当前时间步,</span></span></span><span class="mspace newline"></span><span class="base"><span class="strut" style="height: 0.6833em;"></span><span class="mord"><span class="mord mathnormal" style="margin-right: 0.0715em; color: red;">MPC</span><span class="mord cjk_fallback" style="color: red;">仅将这个最有序列的第一步应用到汽车上,忽略其余部分</span></span></span></span></span></span></span></p> 

三、MPC控制器的参数如何设置?
  • 参数既会影响控制器的性能,又会影响计算复杂度。

  • MPC主要的参数如下:

    • ① 采样时间
    • ② 预测范围、控制范围
    • ③ 约束
    • ④ 损失函数的权重
3.1 采样时间

采样时间过大,当干扰发生,控制器无法做出及时的反应。

采样时间过小,会导致过多的计算负载。

在这里插入图片描述

可以测量系统的阶跃响应,根据上升时间选择采样时间

3.2 预测范围、控制范围

我们应该选择一个涵盖系统重要动态的预测范围

预测范围过短,无法及时反映,可能会在弯道处急转弯

预测范围过长,之后的不可预测事件可能会白白浪费算力。

我们通常选择 20-30个样本覆盖系统的动态响应,如下图:

在这里插入图片描述

通常只有前几个时间步的控制对于预测影响较大(因为前几个要拽向ref轨迹,后面的维持稳定), 因此,选择大的控制范围只会白白增大计算复杂度

经验法则: 控制范围 = 10%~20% × 预测范围

3.3 约束条件

可以对 控制量、控制量变化率、状态量进行约束

约束分为硬约束和软约束,无法违反的(比如最大车速)叫硬约束

软约束可以违反,但我们不希望违反,可以把它设计到损失函数之中

建议将输出约束设置为软约束,并避免对控制量及其变化率设置硬约束,否则可能会出现无解的情况

3.4 权重

损失函数由多个部分组成,需要设置权重

比如最基本的,我们既希望预测轨迹接近参考轨迹,又希望控制量是平滑的。

四、自适应增益调度和非线性MPC

在这里插入图片描述

  • 线性系统 + 线性约束 + 时不变约束条件 => 可以使用线性时不变MPC控制器 => 凸优化问题

在这里插入图片描述

  • 但是如果系统是非线性的,就要使用自适应MPC、时间表MPC

    • 自适应MPC:具体思路是在非线性模型的各个工作点,建立多套线性模型

      自适应MPC的线性模型在不同工作点上结构,超参数相同,只是矩阵参数不同而已

在这里插入图片描述

  • 时间表MPC: 对于不同工作点,需要设置不同数量超参数(控制量数目、预测步长…)的模型
    在这里插入图片描述

如果是非线性的,那么优化问题就会变成多极值点的非凸优化问题,求解较复杂

在这里插入图片描述

五、Simulink仿真MPC控制器

在这里插入图片描述

itemvalue
输出量(状态量)(横向位置Y、偏航角\phi)
控制量(前轮转角delta)

      假定 
     
     
     
       V 
      
     
       x 
      
     
    
      恒为 
     
    
      15 
     
    
      m 
     
    
      / 
     
    
      s 
     
    
      , 
     
    
      使用线性化汽车模型 
     
     
    
   
     假定V_x恒为15m/s , 使用线性化汽车模型\\ 
    
   
 </span><span class="katex-html"><span class="base"><span class="strut" style="height: 1em; vertical-align: -0.25em;"></span><span class="mord cjk_fallback">假定</span><span class="mord"><span class="mord mathnormal" style="margin-right: 0.2222em;">V</span><span class="msupsub"><span class="vlist-t vlist-t2"><span class="vlist-r"><span class="vlist" style="height: 0.1514em;"><span class="" style="top: -2.55em; margin-left: -0.2222em; margin-right: 0.05em;"><span class="pstrut" style="height: 2.7em;"></span><span class="sizing reset-size6 size3 mtight"><span class="mord mathnormal mtight">x</span></span></span></span><span class="vlist-s">​</span></span><span class="vlist-r"><span class="vlist" style="height: 0.15em;"><span class=""></span></span></span></span></span></span><span class="mord cjk_fallback">恒为</span><span class="mord">15</span><span class="mord mathnormal">m</span><span class="mord">/</span><span class="mord mathnormal">s</span><span class="mpunct">,</span><span class="mspace" style="margin-right: 0.1667em;"></span><span class="mord cjk_fallback">使用线性化汽车模型</span></span><span class="mspace newline"></span></span></span></span></span></p> 

模型下载地址: https://www.mathworks.com/matlabcentral/fileexchange/68992-designing-an-mpc-controller-with-simulink?s_eid=PSM_15028

(一定要记得路径,matlab界面的路径一定得是模型文件路径。路径不对的话,plant和reference的mask无法显示正确,会显示问号,同时直接运行会报错)

步骤: https://ww2.mathworks.cn/help/releases/R2017b/mpc/examples/autonomous-vehicle-steering-using-model-predictive-control.html

5.1 数学分析

下面依次介绍各个模块:

  • ① Plant: 车辆线性模型

    右键Plant模块,选择Block Parameters:

在这里插入图片描述

变量含义
          V 
         
        
          x 
         
        
       
      
        V_x 
       
      
    </span><span class="katex-html"><span class="base"><span class="strut" style="height: 0.8333em; vertical-align: -0.15em;"></span><span class="mord"><span class="mord mathnormal" style="margin-right: 0.2222em;">V</span><span class="msupsub"><span class="vlist-t vlist-t2"><span class="vlist-r"><span class="vlist" style="height: 0.1514em;"><span class="" style="top: -2.55em; margin-left: -0.2222em; margin-right: 0.05em;"><span class="pstrut" style="height: 2.7em;"></span><span class="sizing reset-size6 size3 mtight"><span class="mord mathnormal mtight">x</span></span></span></span><span class="vlist-s">​</span></span><span class="vlist-r"><span class="vlist" style="height: 0.15em;"><span class=""></span></span></span></span></span></span></span></span></span></span></span></td><td>小车平行于车身向前的速度</td></tr><tr><td><span class="katex--display"><span class="katex-display"><span class="katex"><span class="katex-mathml"> 
     
      
       
       
         m 
        
       
      
        m 
       
      
    </span><span class="katex-html"><span class="base"><span class="strut" style="height: 0.4306em;"></span><span class="mord mathnormal">m</span></span></span></span></span></span></td><td>小车总质量</td></tr><tr><td><span class="katex--display"><span class="katex-display"><span class="katex"><span class="katex-mathml"> 
     
      
       
        
        
          I 
         
        
          z 
         
        
       
      
        I_z 
       
      
    </span><span class="katex-html"><span class="base"><span class="strut" style="height: 0.8333em; vertical-align: -0.15em;"></span><span class="mord"><span class="mord mathnormal" style="margin-right: 0.0785em;">I</span><span class="msupsub"><span class="vlist-t vlist-t2"><span class="vlist-r"><span class="vlist" style="height: 0.1514em;"><span class="" style="top: -2.55em; margin-left: -0.0785em; margin-right: 0.05em;"><span class="pstrut" style="height: 2.7em;"></span><span class="sizing reset-size6 size3 mtight"><span class="mord mathnormal mtight" style="margin-right: 0.044em;">z</span></span></span></span><span class="vlist-s">​</span></span><span class="vlist-r"><span class="vlist" style="height: 0.15em;"><span class=""></span></span></span></span></span></span></span></span></span></span></span></td><td>Yaw夹角转动惯量(绕小车中心旋转的转动惯量)</td></tr><tr><td><span class="katex--display"><span class="katex-display"><span class="katex"><span class="katex-mathml"> 
     
      
       
        
        
          l 
         
        
          f 
         
        
       
      
        l_f 
       
      
    </span><span class="katex-html"><span class="base"><span class="strut" style="height: 0.9805em; vertical-align: -0.2861em;"></span><span class="mord"><span class="mord mathnormal" style="margin-right: 0.0197em;">l</span><span class="msupsub"><span class="vlist-t vlist-t2"><span class="vlist-r"><span class="vlist" style="height: 0.3361em;"><span class="" style="top: -2.55em; margin-left: -0.0197em; margin-right: 0.05em;"><span class="pstrut" style="height: 2.7em;"></span><span class="sizing reset-size6 size3 mtight"><span class="mord mathnormal mtight" style="margin-right: 0.1076em;">f</span></span></span></span><span class="vlist-s">​</span></span><span class="vlist-r"><span class="vlist" style="height: 0.2861em;"><span class=""></span></span></span></span></span></span></span></span></span></span></span></td><td>小车质心到前轮的距离</td></tr><tr><td><span class="katex--display"><span class="katex-display"><span class="katex"><span class="katex-mathml"> 
     
      
       
        
        
          l 
         
        
          r 
         
        
       
      
        l_r 
       
      
    </span><span class="katex-html"><span class="base"><span class="strut" style="height: 0.8444em; vertical-align: -0.15em;"></span><span class="mord"><span class="mord mathnormal" style="margin-right: 0.0197em;">l</span><span class="msupsub"><span class="vlist-t vlist-t2"><span class="vlist-r"><span class="vlist" style="height: 0.1514em;"><span class="" style="top: -2.55em; margin-left: -0.0197em; margin-right: 0.05em;"><span class="pstrut" style="height: 2.7em;"></span><span class="sizing reset-size6 size3 mtight"><span class="mord mathnormal mtight" style="margin-right: 0.0278em;">r</span></span></span></span><span class="vlist-s">​</span></span><span class="vlist-r"><span class="vlist" style="height: 0.15em;"><span class=""></span></span></span></span></span></span></span></span></span></span></span></td><td>小车质心到前轮的距离</td></tr><tr><td><span class="katex--display"><span class="katex-display"><span class="katex"><span class="katex-mathml"> 
     
      
       
        
        
          C 
         
        
          α 
         
        
       
      
        C_{\alpha} 
       
      
    </span><span class="katex-html"><span class="base"><span class="strut" style="height: 0.8333em; vertical-align: -0.15em;"></span><span class="mord"><span class="mord mathnormal" style="margin-right: 0.0715em;">C</span><span class="msupsub"><span class="vlist-t vlist-t2"><span class="vlist-r"><span class="vlist" style="height: 0.1514em;"><span class="" style="top: -2.55em; margin-left: -0.0715em; margin-right: 0.05em;"><span class="pstrut" style="height: 2.7em;"></span><span class="sizing reset-size6 size3 mtight"><span class="mord mtight"><span class="mord mathnormal mtight" style="margin-right: 0.0037em;">α</span></span></span></span></span><span class="vlist-s">​</span></span><span class="vlist-r"><span class="vlist" style="height: 0.15em;"><span class=""></span></span></span></span></span></span></span></span></span></span></span></td><td>汽车转角刚度((轮胎侧偏角的单位增量所对应的横向力的增量) (N/rad)</td></tr><tr><td><span class="katex--display"><span class="katex-display"><span class="katex"><span class="katex-mathml"> 
     
      
       
       
         ψ 
        
       
      
        \psi 
       
      
    </span><span class="katex-html"><span class="base"><span class="strut" style="height: 0.8889em; vertical-align: -0.1944em;"></span><span class="mord mathnormal" style="margin-right: 0.0359em;">ψ</span></span></span></span></span></span></td><td>Yaw角</td></tr></tbody></table></div> 

       小车是自行车模型 
      
     
       ( 
      
     
       b 
      
     
       i 
      
     
       c 
      
     
       y 
      
     
       c 
      
     
       l 
      
     
       e 
      
      
     
       m 
      
     
       o 
      
     
       d 
      
     
       e 
      
     
       l 
      
      
     
       w 
      
     
       i 
      
     
       t 
      
     
       h 
      
      
     
       t 
      
     
       w 
      
     
       o 
      
      
     
       d 
      
     
       e 
      
     
       g 
      
     
       r 
      
     
       e 
      
     
       e 
      
     
       s 
      
      
     
       o 
      
     
       f 
      
      
     
       f 
      
     
       r 
      
     
       e 
      
     
       e 
      
     
       d 
      
     
       o 
      
     
       m 
      
     
       ) 
      
     
       , 
      
     
       且 
      
      
      
        V 
       
      
        x 
       
      
     
       恒为 
      
     
       15 
      
     
       m 
      
     
       / 
      
     
       s 
      
     
       : 
      
     
    
   
     {\color{Red} 小车是自行车模型(bicycle \quad model\quad with \quad two\quad degrees\quad of \quad freedom), 且V_x恒为15m/s:} 
    
   
 </span><span class="katex-html"><span class="base"><span class="strut" style="height: 1em; vertical-align: -0.25em;"></span><span class="mord"><span class="mord cjk_fallback" style="color: red;">小车是自行车模型</span><span class="mopen" style="color: red;">(</span><span class="mord mathnormal" style="color: red;">bi</span><span class="mord mathnormal" style="color: red;">cyc</span><span class="mord mathnormal" style="margin-right: 0.0197em; color: red;">l</span><span class="mord mathnormal" style="color: red;">e</span><span class="mspace" style="color: red; margin-right: 1em;"></span><span class="mord mathnormal" style="color: red;">m</span><span class="mord mathnormal" style="color: red;">o</span><span class="mord mathnormal" style="color: red;">d</span><span class="mord mathnormal" style="color: red;">e</span><span class="mord mathnormal" style="margin-right: 0.0197em; color: red;">l</span><span class="mspace" style="color: red; margin-right: 1em;"></span><span class="mord mathnormal" style="margin-right: 0.0269em; color: red;">w</span><span class="mord mathnormal" style="color: red;">i</span><span class="mord mathnormal" style="color: red;">t</span><span class="mord mathnormal" style="color: red;">h</span><span class="mspace" style="color: red; margin-right: 1em;"></span><span class="mord mathnormal" style="margin-right: 0.0269em; color: red;">tw</span><span class="mord mathnormal" style="color: red;">o</span><span class="mspace" style="color: red; margin-right: 1em;"></span><span class="mord mathnormal" style="color: red;">d</span><span class="mord mathnormal" style="color: red;">e</span><span class="mord mathnormal" style="margin-right: 0.0359em; color: red;">g</span><span class="mord mathnormal" style="color: red;">rees</span><span class="mspace" style="color: red; margin-right: 1em;"></span><span class="mord mathnormal" style="color: red;">o</span><span class="mord mathnormal" style="margin-right: 0.1076em; color: red;">f</span><span class="mspace" style="color: red; margin-right: 1em;"></span><span class="mord mathnormal" style="margin-right: 0.1076em; color: red;">f</span><span class="mord mathnormal" style="color: red;">ree</span><span class="mord mathnormal" style="color: red;">d</span><span class="mord mathnormal" style="color: red;">o</span><span class="mord mathnormal" style="color: red;">m</span><span class="mclose" style="color: red;">)</span><span class="mpunct" style="color: red;">,</span><span class="mspace" style="margin-right: 0.1667em;"></span><span class="mord cjk_fallback" style="color: red;">且</span><span class="mord" style="color: red;"><span class="mord mathnormal" style="margin-right: 0.2222em; color: red;">V</span><span class="msupsub"><span class="vlist-t vlist-t2"><span class="vlist-r"><span class="vlist" style="height: 0.1514em;"><span class="" style="top: -2.55em; margin-left: -0.2222em; margin-right: 0.05em;"><span class="pstrut" style="height: 2.7em;"></span><span class="sizing reset-size6 size3 mtight" style="color: red;"><span class="mord mathnormal mtight" style="color: red;">x</span></span></span></span><span class="vlist-s">​</span></span><span class="vlist-r"><span class="vlist" style="height: 0.15em;"><span class=""></span></span></span></span></span></span><span class="mord cjk_fallback" style="color: red;">恒为</span><span class="mord" style="color: red;">15</span><span class="mord mathnormal" style="color: red;">m</span><span class="mord" style="color: red;">/</span><span class="mord mathnormal" style="color: red;">s</span><span class="mspace" style="margin-right: 0.2778em;"></span><span class="mrel" style="color: red;">:</span></span></span></span></span></span></span></p> 

在这里插入图片描述

  • 原理(1): 前轮运动 = 前轮相对于车身运动 + 车身相对于质心运动(旋转) + 小车质心相对于地面运动

  • 原理(2):

             Δ 
            
           
             轮胎受到垂直于车身的力 
            
           
             = 
            
            
            
              C 
             
            
              r 
             
            
           
             ( 
            
           
             或者 
            
            
            
              C 
             
            
              l 
             
            
           
             ) 
            
           
             Δ 
            
           
             轮胎转角 
            
           
          
            \Delta 轮胎受到垂直于车身的力 = C_{r}(或者C_{l} ) \Delta 轮胎转角 
           
          
        </span><span class="katex-html"><span class="base"><span class="strut" style="height: 0.6833em;"></span><span class="mord">Δ</span><span class="mord cjk_fallback">轮胎受到垂直于车身的力</span><span class="mspace" style="margin-right: 0.2778em;"></span><span class="mrel">=</span><span class="mspace" style="margin-right: 0.2778em;"></span></span><span class="base"><span class="strut" style="height: 1em; vertical-align: -0.25em;"></span><span class="mord"><span class="mord mathnormal" style="margin-right: 0.0715em;">C</span><span class="msupsub"><span class="vlist-t vlist-t2"><span class="vlist-r"><span class="vlist" style="height: 0.1514em;"><span class="" style="top: -2.55em; margin-left: -0.0715em; margin-right: 0.05em;"><span class="pstrut" style="height: 2.7em;"></span><span class="sizing reset-size6 size3 mtight"><span class="mord mtight"><span class="mord mathnormal mtight" style="margin-right: 0.0278em;">r</span></span></span></span></span><span class="vlist-s">​</span></span><span class="vlist-r"><span class="vlist" style="height: 0.15em;"><span class=""></span></span></span></span></span></span><span class="mopen">(</span><span class="mord cjk_fallback">或者</span><span class="mord"><span class="mord mathnormal" style="margin-right: 0.0715em;">C</span><span class="msupsub"><span class="vlist-t vlist-t2"><span class="vlist-r"><span class="vlist" style="height: 0.3361em;"><span class="" style="top: -2.55em; margin-left: -0.0715em; margin-right: 0.05em;"><span class="pstrut" style="height: 2.7em;"></span><span class="sizing reset-size6 size3 mtight"><span class="mord mtight"><span class="mord mathnormal mtight" style="margin-right: 0.0197em;">l</span></span></span></span></span><span class="vlist-s">​</span></span><span class="vlist-r"><span class="vlist" style="height: 0.15em;"><span class=""></span></span></span></span></span></span><span class="mclose">)</span><span class="mord">Δ</span><span class="mord cjk_fallback">轮胎转角</span></span></span></span></span></span></strong></p> <p>(注意: 自行车模型代替小车模型时,四轮变为两轮,因此<span class="katex--display"><span class="katex-display"><span class="katex"><span class="katex-mathml"> 
        
         
          
          
            自行车的 
           
           
           
             C 
            
           
             f 
            
           
          
            应该是小车的 
           
          
            2 
           
           
           
             C 
            
           
             f 
            
           
          
         
           自行车的C_f应该是 小车的2C_f 
          
         
       </span><span class="katex-html"><span class="base"><span class="strut" style="height: 0.9694em; vertical-align: -0.2861em;"></span><span class="mord cjk_fallback">自行车的</span><span class="mord"><span class="mord mathnormal" style="margin-right: 0.0715em;">C</span><span class="msupsub"><span class="vlist-t vlist-t2"><span class="vlist-r"><span class="vlist" style="height: 0.3361em;"><span class="" style="top: -2.55em; margin-left: -0.0715em; margin-right: 0.05em;"><span class="pstrut" style="height: 2.7em;"></span><span class="sizing reset-size6 size3 mtight"><span class="mord mathnormal mtight" style="margin-right: 0.1076em;">f</span></span></span></span><span class="vlist-s">​</span></span><span class="vlist-r"><span class="vlist" style="height: 0.2861em;"><span class=""></span></span></span></span></span></span><span class="mord cjk_fallback">应该是小车的</span><span class="mord">2</span><span class="mord"><span class="mord mathnormal" style="margin-right: 0.0715em;">C</span><span class="msupsub"><span class="vlist-t vlist-t2"><span class="vlist-r"><span class="vlist" style="height: 0.3361em;"><span class="" style="top: -2.55em; margin-left: -0.0715em; margin-right: 0.05em;"><span class="pstrut" style="height: 2.7em;"></span><span class="sizing reset-size6 size3 mtight"><span class="mord mathnormal mtight" style="margin-right: 0.1076em;">f</span></span></span></span><span class="vlist-s">​</span></span><span class="vlist-r"><span class="vlist" style="height: 0.2861em;"><span class=""></span></span></span></span></span></span></span></span></span></span></span>)</p> </li></ul> 
    

进行动力学分析:

      由于 
     
    
      ψ 
     
    
      较小,简化为线性模型即 
     
    
      : 
     
     
     
       Y 
      
     
       ˙ 
      
     
    
      = 
     
     
     
       V 
      
     
       x 
      
     
    
      ψ 
     
    
      + 
     
     
     
       V 
      
     
       y 
      
     
     
    
      [ 
     
    
      公式一 
     
    
      ] 
     
     
    
   
     由于\psi较小,简化为线性模型即: \dot{Y} = V_x \psi + V_y \quad [公式一]\\ 
    
   
 </span><span class="katex-html"><span class="base"><span class="strut" style="height: 0.8889em; vertical-align: -0.1944em;"></span><span class="mord cjk_fallback">由于</span><span class="mord mathnormal" style="margin-right: 0.0359em;">ψ</span><span class="mord cjk_fallback">较小,简化为线性模型即</span><span class="mspace" style="margin-right: 0.2778em;"></span><span class="mrel">:</span><span class="mspace" style="margin-right: 0.2778em;"></span></span><span class="base"><span class="strut" style="height: 0.9202em;"></span><span class="mord accent"><span class="vlist-t"><span class="vlist-r"><span class="vlist" style="height: 0.9202em;"><span class="" style="top: -3em;"><span class="pstrut" style="height: 3em;"></span><span class="mord mathnormal" style="margin-right: 0.2222em;">Y</span></span><span class="" style="top: -3.2523em;"><span class="pstrut" style="height: 3em;"></span><span class="accent-body" style="left: -0.1389em;"><span class="mord">˙</span></span></span></span></span></span></span><span class="mspace" style="margin-right: 0.2778em;"></span><span class="mrel">=</span><span class="mspace" style="margin-right: 0.2778em;"></span></span><span class="base"><span class="strut" style="height: 0.8889em; vertical-align: -0.1944em;"></span><span class="mord"><span class="mord mathnormal" style="margin-right: 0.2222em;">V</span><span class="msupsub"><span class="vlist-t vlist-t2"><span class="vlist-r"><span class="vlist" style="height: 0.1514em;"><span class="" style="top: -2.55em; margin-left: -0.2222em; margin-right: 0.05em;"><span class="pstrut" style="height: 2.7em;"></span><span class="sizing reset-size6 size3 mtight"><span class="mord mathnormal mtight">x</span></span></span></span><span class="vlist-s">​</span></span><span class="vlist-r"><span class="vlist" style="height: 0.15em;"><span class=""></span></span></span></span></span></span><span class="mord mathnormal" style="margin-right: 0.0359em;">ψ</span><span class="mspace" style="margin-right: 0.2222em;"></span><span class="mbin">+</span><span class="mspace" style="margin-right: 0.2222em;"></span></span><span class="base"><span class="strut" style="height: 1.0361em; vertical-align: -0.2861em;"></span><span class="mord"><span class="mord mathnormal" style="margin-right: 0.2222em;">V</span><span class="msupsub"><span class="vlist-t vlist-t2"><span class="vlist-r"><span class="vlist" style="height: 0.1514em;"><span class="" style="top: -2.55em; margin-left: -0.2222em; margin-right: 0.05em;"><span class="pstrut" style="height: 2.7em;"></span><span class="sizing reset-size6 size3 mtight"><span class="mord mathnormal mtight" style="margin-right: 0.0359em;">y</span></span></span></span><span class="vlist-s">​</span></span><span class="vlist-r"><span class="vlist" style="height: 0.2861em;"><span class=""></span></span></span></span></span></span><span class="mspace" style="margin-right: 1em;"></span><span class="mopen">[</span><span class="mord cjk_fallback">公式一</span><span class="mclose">]</span></span><span class="mspace newline"></span></span></span></span></span><br> <span class="katex--display"><span class="katex-display"><span class="katex"><span class="katex-mathml"> 
  
   
    
    
      Δ 
     
    
      前轮相对于车身转角 
     
    
      = 
     
    
      ( 
     
     
      
       
       
         V 
        
       
         y 
        
       
      
        + 
       
       
       
         ψ 
        
       
         ˙ 
        
       
       
       
         l 
        
       
         f 
        
       
      
      
      
        V 
       
      
        x 
       
      
     
    
      ) 
     
     
    
      Δ 
     
    
      后轮相对于车身转角 
     
    
      = 
     
    
      ( 
     
    
      − 
     
     
      
       
       
         V 
        
       
         y 
        
       
      
        − 
       
       
       
         ψ 
        
       
         ˙ 
        
       
       
       
         l 
        
       
         r 
        
       
      
      
      
        V 
       
      
        x 
       
      
     
    
      ) 
     
     
    
      ⇒ 
     
     
    
      前轮受到垂直于车身的力 
     
    
      = 
     
    
      2 
     
     
     
       C 
      
     
       f 
      
     
    
      ( 
     
    
      − 
     
    
      ψ 
     
    
      + 
     
    
      δ 
     
    
      + 
     
    
      Δ 
     
    
      前轮相对于车身转角 
     
    
      ) 
     
     
    
      后轮受到垂直于车身的力 
     
    
      = 
     
    
      2 
     
     
     
       C 
      
     
       r 
      
     
    
      ( 
     
    
      − 
     
    
      ψ 
     
    
      + 
     
    
      Δ 
     
    
      后轮相对于车身转角 
     
    
      ) 
     
     
    
      ⇒ 
     
     
    
      根据 
     
    
      [ 
     
    
      公式一 
     
    
      ] 
     
    
      : 
     
     
    
      m 
     
     
     
       y 
      
     
       ¨ 
      
     
    
      = 
     
    
      − 
     
    
      m 
     
     
     
       V 
      
     
       x 
      
     
     
     
       ψ 
      
     
       ˙ 
      
     
    
      − 
     
    
      m 
     
     
      
      
        V 
       
      
        y 
       
      
     
       ˙ 
      
     
     
    
      m 
     
     
      
      
        V 
       
      
        y 
       
      
     
       ˙ 
      
     
    
      = 
     
    
      前轮受到垂直于车身的力 
     
    
      + 
     
    
      后轮受到垂直于车身的力 
     
     
    
      ⇒ 
     
    
      m 
     
     
     
       y 
      
     
       ¨ 
      
     
    
      = 
     
    
      − 
     
    
      m 
     
     
     
       V 
      
     
       x 
      
     
     
     
       ψ 
      
     
       ˙ 
      
     
    
      + 
     
    
      2 
     
     
     
       C 
      
     
       f 
      
     
    
      [ 
     
    
      − 
     
    
      ψ 
     
    
      + 
     
    
      δ 
     
    
      − 
     
     
      
       
       
         V 
        
       
         y 
        
       
      
        + 
       
       
       
         ψ 
        
       
         ˙ 
        
       
       
       
         l 
        
       
         f 
        
       
      
      
      
        V 
       
      
        x 
       
      
     
    
      ] 
     
    
      + 
     
    
      2 
     
     
     
       C 
      
     
       r 
      
     
    
      ( 
     
    
      − 
     
    
      ψ 
     
    
      − 
     
     
      
       
       
         V 
        
       
         y 
        
       
      
        − 
       
       
       
         ψ 
        
       
         ˙ 
        
       
       
       
         l 
        
       
         r 
        
       
      
      
      
        V 
       
      
        x 
       
      
     
    
      ) 
     
     
    
      将 
     
    
      [ 
     
    
      公式一 
     
    
      ] 
     
    
      代入到上式 
     
    
      : 
     
     
     
      
      
        y 
       
      
        ¨ 
       
      
     
       = 
      
     
       − 
      
      
       
       
         2 
        
        
        
          C 
         
        
          f 
         
        
       
         + 
        
       
         2 
        
        
        
          C 
         
        
          r 
         
        
       
       
       
         m 
        
        
        
          V 
         
        
          x 
         
        
       
      
      
      
        y 
       
      
        ˙ 
       
      
     
       − 
      
     
       ( 
      
      
      
        V 
       
      
        x 
       
      
     
       + 
      
      
       
       
         2 
        
        
        
          C 
         
        
          f 
         
        
        
        
          l 
         
        
          f 
         
        
       
         − 
        
       
         2 
        
        
        
          C 
         
        
          r 
         
        
        
        
          l 
         
        
          r 
         
        
       
       
       
         m 
        
        
        
          V 
         
        
          x 
         
        
       
      
     
       ) 
      
      
      
        ψ 
       
      
        ˙ 
       
      
     
       + 
      
      
       
       
         2 
        
        
        
          C 
         
        
          α 
         
        
       
         δ 
        
       
      
        m 
       
      
      
     
       [ 
      
     
       公式二 
      
     
       ] 
      
     
    
   
     \Delta 前轮相对于车身转角 = (\frac{V_y + \dot{\psi}l_f}{V_x}) \\ \Delta 后轮相对于车身转角 = (- \frac{V_y - \dot{\psi}l_r}{V_x}) \\ \Rightarrow \\ 前轮受到垂直于车身的力 = 2C_{f} (-\psi + \delta + \Delta 前轮相对于车身转角) \\ 后轮受到垂直于车身的力 = 2C_{r} (-\psi + \Delta 后轮相对于车身转角)\\ \Rightarrow \\ 根据[公式一]: \\ m \ddot{y} = -mV_x \dot{\psi} - m\dot{V_y}\\ m\dot{V_y}=前轮受到垂直于车身的力 + 后轮受到垂直于车身的力 \\ \Rightarrow m\ddot{y} = - m V_x \dot{\psi} + 2C_f[-\psi +\delta - \frac{V_y + \dot{\psi}l_f}{V_x}] +2 C_r (-\psi - \frac{V_y - \dot{\psi}l_r}{V_x}) \\ 将 [公式一]代入到上式: \\ {\color{Red}\ddot{y} = -\frac{2C_f+2C_r}{mV_x}\dot{y} -(V_x+\frac{2C_fl_f-2C_rl_r}{mV_x}) \dot{\psi} + \frac{2C_{\alpha} \delta}{m} \quad [公式二] } 
    
   
 </span><span class="katex-html"><span class="base"><span class="strut" style="height: 0.6833em;"></span><span class="mord">Δ</span><span class="mord cjk_fallback">前轮相对于车身转角</span><span class="mspace" style="margin-right: 0.2778em;"></span><span class="mrel">=</span><span class="mspace" style="margin-right: 0.2778em;"></span></span><span class="base"><span class="strut" style="height: 2.4443em; vertical-align: -0.836em;"></span><span class="mopen">(</span><span class="mord"><span class="mopen nulldelimiter"></span><span class="mfrac"><span class="vlist-t vlist-t2"><span class="vlist-r"><span class="vlist" style="height: 1.6083em;"><span class="" style="top: -2.314em;"><span class="pstrut" style="height: 3em;"></span><span class="mord"><span class="mord"><span class="mord mathnormal" style="margin-right: 0.2222em;">V</span><span class="msupsub"><span class="vlist-t vlist-t2"><span class="vlist-r"><span class="vlist" style="height: 0.1514em;"><span class="" style="top: -2.55em; margin-left: -0.2222em; margin-right: 0.05em;"><span class="pstrut" style="height: 2.7em;"></span><span class="sizing reset-size6 size3 mtight"><span class="mord mathnormal mtight">x</span></span></span></span><span class="vlist-s">​</span></span><span class="vlist-r"><span class="vlist" style="height: 0.15em;"><span class=""></span></span></span></span></span></span></span></span><span class="" style="top: -3.23em;"><span class="pstrut" style="height: 3em;"></span><span class="frac-line" style="border-bottom-width: 0.04em;"></span></span><span class="" style="top: -3.677em;"><span class="pstrut" style="height: 3em;"></span><span class="mord"><span class="mord"><span class="mord mathnormal" style="margin-right: 0.2222em;">V</span><span class="msupsub"><span class="vlist-t vlist-t2"><span class="vlist-r"><span class="vlist" style="height: 0.1514em;"><span class="" style="top: -2.55em; margin-left: -0.2222em; margin-right: 0.05em;"><span class="pstrut" style="height: 2.7em;"></span><span class="sizing reset-size6 size3 mtight"><span class="mord mathnormal mtight" style="margin-right: 0.0359em;">y</span></span></span></span><span class="vlist-s">​</span></span><span class="vlist-r"><span class="vlist" style="height: 0.2861em;"><span class=""></span></span></span></span></span></span><span class="mspace" style="margin-right: 0.2222em;"></span><span class="mbin">+</span><span class="mspace" style="margin-right: 0.2222em;"></span><span class="mord accent"><span class="vlist-t vlist-t2"><span class="vlist-r"><span class="vlist" style="height: 0.9313em;"><span class="" style="top: -3em;"><span class="pstrut" style="height: 3em;"></span><span class="mord mathnormal" style="margin-right: 0.0359em;">ψ</span></span><span class="" style="top: -3.2634em;"><span class="pstrut" style="height: 3em;"></span><span class="accent-body" style="left: -0.0278em;"><span class="mord">˙</span></span></span></span><span class="vlist-s">​</span></span><span class="vlist-r"><span class="vlist" style="height: 0.1944em;"><span class=""></span></span></span></span></span><span class="mord"><span class="mord mathnormal" style="margin-right: 0.0197em;">l</span><span class="msupsub"><span class="vlist-t vlist-t2"><span class="vlist-r"><span class="vlist" style="height: 0.3361em;"><span class="" style="top: -2.55em; margin-left: -0.0197em; margin-right: 0.05em;"><span class="pstrut" style="height: 2.7em;"></span><span class="sizing reset-size6 size3 mtight"><span class="mord mathnormal mtight" style="margin-right: 0.1076em;">f</span></span></span></span><span class="vlist-s">​</span></span><span class="vlist-r"><span class="vlist" style="height: 0.2861em;"><span class=""></span></span></span></span></span></span></span></span></span><span class="vlist-s">​</span></span><span class="vlist-r"><span class="vlist" style="height: 0.836em;"><span class=""></span></span></span></span></span><span class="mclose nulldelimiter"></span></span><span class="mclose">)</span></span><span class="mspace newline"></span><span class="base"><span class="strut" style="height: 0.6833em;"></span><span class="mord">Δ</span><span class="mord cjk_fallback">后轮相对于车身转角</span><span class="mspace" style="margin-right: 0.2778em;"></span><span class="mrel">=</span><span class="mspace" style="margin-right: 0.2778em;"></span></span><span class="base"><span class="strut" style="height: 2.4443em; vertical-align: -0.836em;"></span><span class="mopen">(</span><span class="mord">−</span><span class="mord"><span class="mopen nulldelimiter"></span><span class="mfrac"><span class="vlist-t vlist-t2"><span class="vlist-r"><span class="vlist" style="height: 1.6083em;"><span class="" style="top: -2.314em;"><span class="pstrut" style="height: 3em;"></span><span class="mord"><span class="mord"><span class="mord mathnormal" style="margin-right: 0.2222em;">V</span><span class="msupsub"><span class="vlist-t vlist-t2"><span class="vlist-r"><span class="vlist" style="height: 0.1514em;"><span class="" style="top: -2.55em; margin-left: -0.2222em; margin-right: 0.05em;"><span class="pstrut" style="height: 2.7em;"></span><span class="sizing reset-size6 size3 mtight"><span class="mord mathnormal mtight">x</span></span></span></span><span class="vlist-s">​</span></span><span class="vlist-r"><span class="vlist" style="height: 0.15em;"><span class=""></span></span></span></span></span></span></span></span><span class="" style="top: -3.23em;"><span class="pstrut" style="height: 3em;"></span><span class="frac-line" style="border-bottom-width: 0.04em;"></span></span><span class="" style="top: -3.677em;"><span class="pstrut" style="height: 3em;"></span><span class="mord"><span class="mord"><span class="mord mathnormal" style="margin-right: 0.2222em;">V</span><span class="msupsub"><span class="vlist-t vlist-t2"><span class="vlist-r"><span class="vlist" style="height: 0.1514em;"><span class="" style="top: -2.55em; margin-left: -0.2222em; margin-right: 0.05em;"><span class="pstrut" style="height: 2.7em;"></span><span class="sizing reset-size6 size3 mtight"><span class="mord mathnormal mtight" style="margin-right: 0.0359em;">y</span></span></span></span><span class="vlist-s">​</span></span><span class="vlist-r"><span class="vlist" style="height: 0.2861em;"><span class=""></span></span></span></span></span></span><span class="mspace" style="margin-right: 0.2222em;"></span><span class="mbin">−</span><span class="mspace" style="margin-right: 0.2222em;"></span><span class="mord accent"><span class="vlist-t vlist-t2"><span class="vlist-r"><span class="vlist" style="height: 0.9313em;"><span class="" style="top: -3em;"><span class="pstrut" style="height: 3em;"></span><span class="mord mathnormal" style="margin-right: 0.0359em;">ψ</span></span><span class="" style="top: -3.2634em;"><span class="pstrut" style="height: 3em;"></span><span class="accent-body" style="left: -0.0278em;"><span class="mord">˙</span></span></span></span><span class="vlist-s">​</span></span><span class="vlist-r"><span class="vlist" style="height: 0.1944em;"><span class=""></span></span></span></span></span><span class="mord"><span class="mord mathnormal" style="margin-right: 0.0197em;">l</span><span class="msupsub"><span class="vlist-t vlist-t2"><span class="vlist-r"><span class="vlist" style="height: 0.1514em;"><span class="" style="top: -2.55em; margin-left: -0.0197em; margin-right: 0.05em;"><span class="pstrut" style="height: 2.7em;"></span><span class="sizing reset-size6 size3 mtight"><span class="mord mathnormal mtight" style="margin-right: 0.0278em;">r</span></span></span></span><span class="vlist-s">​</span></span><span class="vlist-r"><span class="vlist" style="height: 0.15em;"><span class=""></span></span></span></span></span></span></span></span></span><span class="vlist-s">​</span></span><span class="vlist-r"><span class="vlist" style="height: 0.836em;"><span class=""></span></span></span></span></span><span class="mclose nulldelimiter"></span></span><span class="mclose">)</span></span><span class="mspace newline"></span><span class="base"><span class="strut" style="height: 0.3669em;"></span><span class="mrel">⇒</span></span><span class="mspace newline"></span><span class="base"><span class="strut" style="height: 0.6833em;"></span><span class="mord cjk_fallback">前轮受到垂直于车身的力</span><span class="mspace" style="margin-right: 0.2778em;"></span><span class="mrel">=</span><span class="mspace" style="margin-right: 0.2778em;"></span></span><span class="base"><span class="strut" style="height: 1.0361em; vertical-align: -0.2861em;"></span><span class="mord">2</span><span class="mord"><span class="mord mathnormal" style="margin-right: 0.0715em;">C</span><span class="msupsub"><span class="vlist-t vlist-t2"><span class="vlist-r"><span class="vlist" style="height: 0.3361em;"><span class="" style="top: -2.55em; margin-left: -0.0715em; margin-right: 0.05em;"><span class="pstrut" style="height: 2.7em;"></span><span class="sizing reset-size6 size3 mtight"><span class="mord mtight"><span class="mord mathnormal mtight" style="margin-right: 0.1076em;">f</span></span></span></span></span><span class="vlist-s">​</span></span><span class="vlist-r"><span class="vlist" style="height: 0.2861em;"><span class=""></span></span></span></span></span></span><span class="mopen">(</span><span class="mord">−</span><span class="mord mathnormal" style="margin-right: 0.0359em;">ψ</span><span class="mspace" style="margin-right: 0.2222em;"></span><span class="mbin">+</span><span class="mspace" style="margin-right: 0.2222em;"></span></span><span class="base"><span class="strut" style="height: 0.7778em; vertical-align: -0.0833em;"></span><span class="mord mathnormal" style="margin-right: 0.0379em;">δ</span><span class="mspace" style="margin-right: 0.2222em;"></span><span class="mbin">+</span><span class="mspace" style="margin-right: 0.2222em;"></span></span><span class="base"><span class="strut" style="height: 1em; vertical-align: -0.25em;"></span><span class="mord">Δ</span><span class="mord cjk_fallback">前轮相对于车身转角</span><span class="mclose">)</span></span><span class="mspace newline"></span><span class="base"><span class="strut" style="height: 0.6833em;"></span><span class="mord cjk_fallback">后轮受到垂直于车身的力</span><span class="mspace" style="margin-right: 0.2778em;"></span><span class="mrel">=</span><span class="mspace" style="margin-right: 0.2778em;"></span></span><span class="base"><span class="strut" style="height: 1em; vertical-align: -0.25em;"></span><span class="mord">2</span><span class="mord"><span class="mord mathnormal" style="margin-right: 0.0715em;">C</span><span class="msupsub"><span class="vlist-t vlist-t2"><span class="vlist-r"><span class="vlist" style="height: 0.1514em;"><span class="" style="top: -2.55em; margin-left: -0.0715em; margin-right: 0.05em;"><span class="pstrut" style="height: 2.7em;"></span><span class="sizing reset-size6 size3 mtight"><span class="mord mtight"><span class="mord mathnormal mtight" style="margin-right: 0.0278em;">r</span></span></span></span></span><span class="vlist-s">​</span></span><span class="vlist-r"><span class="vlist" style="height: 0.15em;"><span class=""></span></span></span></span></span></span><span class="mopen">(</span><span class="mord">−</span><span class="mord mathnormal" style="margin-right: 0.0359em;">ψ</span><span class="mspace" style="margin-right: 0.2222em;"></span><span class="mbin">+</span><span class="mspace" style="margin-right: 0.2222em;"></span></span><span class="base"><span class="strut" style="height: 1em; vertical-align: -0.25em;"></span><span class="mord">Δ</span><span class="mord cjk_fallback">后轮相对于车身转角</span><span class="mclose">)</span></span><span class="mspace newline"></span><span class="base"><span class="strut" style="height: 0.3669em;"></span><span class="mrel">⇒</span></span><span class="mspace newline"></span><span class="base"><span class="strut" style="height: 1em; vertical-align: -0.25em;"></span><span class="mord cjk_fallback">根据</span><span class="mopen">[</span><span class="mord cjk_fallback">公式一</span><span class="mclose">]</span><span class="mspace" style="margin-right: 0.2778em;"></span><span class="mrel">:</span></span><span class="mspace newline"></span><span class="base"><span class="strut" style="height: 0.8623em; vertical-align: -0.1944em;"></span><span class="mord mathnormal">m</span><span class="mord accent"><span class="vlist-t vlist-t2"><span class="vlist-r"><span class="vlist" style="height: 0.6679em;"><span class="" style="top: -3em;"><span class="pstrut" style="height: 3em;"></span><span class="mord mathnormal" style="margin-right: 0.0359em;">y</span></span><span class="" style="top: -3em;"><span class="pstrut" style="height: 3em;"></span><span class="accent-body" style="left: -0.1944em;"><span class="mord">¨</span></span></span></span><span class="vlist-s">​</span></span><span class="vlist-r"><span class="vlist" style="height: 0.1944em;"><span class=""></span></span></span></span></span><span class="mspace" style="margin-right: 0.2778em;"></span><span class="mrel">=</span><span class="mspace" style="margin-right: 0.2778em;"></span></span><span class="base"><span class="strut" style="height: 1.1257em; vertical-align: -0.1944em;"></span><span class="mord">−</span><span class="mord mathnormal">m</span><span class="mord"><span class="mord mathnormal" style="margin-right: 0.2222em;">V</span><span class="msupsub"><span class="vlist-t vlist-t2"><span class="vlist-r"><span class="vlist" style="height: 0.1514em;"><span class="" style="top: -2.55em; margin-left: -0.2222em; margin-right: 0.05em;"><span class="pstrut" style="height: 2.7em;"></span><span class="sizing reset-size6 size3 mtight"><span class="mord mathnormal mtight">x</span></span></span></span><span class="vlist-s">​</span></span><span class="vlist-r"><span class="vlist" style="height: 0.15em;"><span class=""></span></span></span></span></span></span><span class="mord accent"><span class="vlist-t vlist-t2"><span class="vlist-r"><span class="vlist" style="height: 0.9313em;"><span class="" style="top: -3em;"><span class="pstrut" style="height: 3em;"></span><span class="mord mathnormal" style="margin-right: 0.0359em;">ψ</span></span><span class="" style="top: -3.2634em;"><span class="pstrut" style="height: 3em;"></span><span class="accent-body" style="left: -0.0278em;"><span class="mord">˙</span></span></span></span><span class="vlist-s">​</span></span><span class="vlist-r"><span class="vlist" style="height: 0.1944em;"><span class=""></span></span></span></span></span><span class="mspace" style="margin-right: 0.2222em;"></span><span class="mbin">−</span><span class="mspace" style="margin-right: 0.2222em;"></span></span><span class="base"><span class="strut" style="height: 1.2063em; vertical-align: -0.2861em;"></span><span class="mord mathnormal">m</span><span class="mord accent"><span class="vlist-t vlist-t2"><span class="vlist-r"><span class="vlist" style="height: 0.9202em;"><span class="" style="top: -3em;"><span class="pstrut" style="height: 3em;"></span><span class="mord"><span class="mord mathnormal" style="margin-right: 0.2222em;">V</span><span class="msupsub"><span class="vlist-t vlist-t2"><span class="vlist-r"><span class="vlist" style="height: 0.1514em;"><span class="" style="top: -2.55em; margin-left: -0.2222em; margin-right: 0.05em;"><span class="pstrut" style="height: 2.7em;"></span><span class="sizing reset-size6 size3 mtight"><span class="mord mathnormal mtight" style="margin-right: 0.0359em;">y</span></span></span></span><span class="vlist-s">​</span></span><span class="vlist-r"><span class="vlist" style="height: 0.2861em;"><span class=""></span></span></span></span></span></span></span><span class="" style="top: -3.2523em;"><span class="pstrut" style="height: 3em;"></span><span class="accent-body" style="left: -0.1389em;"><span class="mord">˙</span></span></span></span><span class="vlist-s">​</span></span><span class="vlist-r"><span class="vlist" style="height: 0.2861em;"><span class=""></span></span></span></span></span></span><span class="mspace newline"></span><span class="base"><span class="strut" style="height: 1.2063em; vertical-align: -0.2861em;"></span><span class="mord mathnormal">m</span><span class="mord accent"><span class="vlist-t vlist-t2"><span class="vlist-r"><span class="vlist" style="height: 0.9202em;"><span class="" style="top: -3em;"><span class="pstrut" style="height: 3em;"></span><span class="mord"><span class="mord mathnormal" style="margin-right: 0.2222em;">V</span><span class="msupsub"><span class="vlist-t vlist-t2"><span class="vlist-r"><span class="vlist" style="height: 0.1514em;"><span class="" style="top: -2.55em; margin-left: -0.2222em; margin-right: 0.05em;"><span class="pstrut" style="height: 2.7em;"></span><span class="sizing reset-size6 size3 mtight"><span class="mord mathnormal mtight" style="margin-right: 0.0359em;">y</span></span></span></span><span class="vlist-s">​</span></span><span class="vlist-r"><span class="vlist" style="height: 0.2861em;"><span class=""></span></span></span></span></span></span></span><span class="" style="top: -3.2523em;"><span class="pstrut" style="height: 3em;"></span><span class="accent-body" style="left: -0.1389em;"><span class="mord">˙</span></span></span></span><span class="vlist-s">​</span></span><span class="vlist-r"><span class="vlist" style="height: 0.2861em;"><span class=""></span></span></span></span></span><span class="mspace" style="margin-right: 0.2778em;"></span><span class="mrel">=</span><span class="mspace" style="margin-right: 0.2778em;"></span></span><span class="base"><span class="strut" style="height: 0.7667em; vertical-align: -0.0833em;"></span><span class="mord cjk_fallback">前轮受到垂直于车身的力</span><span class="mspace" style="margin-right: 0.2222em;"></span><span class="mbin">+</span><span class="mspace" style="margin-right: 0.2222em;"></span></span><span class="base"><span class="strut" style="height: 0.6833em;"></span><span class="mord cjk_fallback">后轮受到垂直于车身的力</span></span><span class="mspace newline"></span><span class="base"><span class="strut" style="height: 0.3669em;"></span><span class="mrel">⇒</span><span class="mspace" style="margin-right: 0.2778em;"></span></span><span class="base"><span class="strut" style="height: 0.8623em; vertical-align: -0.1944em;"></span><span class="mord mathnormal">m</span><span class="mord accent"><span class="vlist-t vlist-t2"><span class="vlist-r"><span class="vlist" style="height: 0.6679em;"><span class="" style="top: -3em;"><span class="pstrut" style="height: 3em;"></span><span class="mord mathnormal" style="margin-right: 0.0359em;">y</span></span><span class="" style="top: -3em;"><span class="pstrut" style="height: 3em;"></span><span class="accent-body" style="left: -0.1944em;"><span class="mord">¨</span></span></span></span><span class="vlist-s">​</span></span><span class="vlist-r"><span class="vlist" style="height: 0.1944em;"><span class=""></span></span></span></span></span><span class="mspace" style="margin-right: 0.2778em;"></span><span class="mrel">=</span><span class="mspace" style="margin-right: 0.2778em;"></span></span><span class="base"><span class="strut" style="height: 1.1257em; vertical-align: -0.1944em;"></span><span class="mord">−</span><span class="mord mathnormal">m</span><span class="mord"><span class="mord mathnormal" style="margin-right: 0.2222em;">V</span><span class="msupsub"><span class="vlist-t vlist-t2"><span class="vlist-r"><span class="vlist" style="height: 0.1514em;"><span class="" style="top: -2.55em; margin-left: -0.2222em; margin-right: 0.05em;"><span class="pstrut" style="height: 2.7em;"></span><span class="sizing reset-size6 size3 mtight"><span class="mord mathnormal mtight">x</span></span></span></span><span class="vlist-s">​</span></span><span class="vlist-r"><span class="vlist" style="height: 0.15em;"><span class=""></span></span></span></span></span></span><span class="mord accent"><span class="vlist-t vlist-t2"><span class="vlist-r"><span class="vlist" style="height: 0.9313em;"><span class="" style="top: -3em;"><span class="pstrut" style="height: 3em;"></span><span class="mord mathnormal" style="margin-right: 0.0359em;">ψ</span></span><span class="" style="top: -3.2634em;"><span class="pstrut" style="height: 3em;"></span><span class="accent-body" style="left: -0.0278em;"><span class="mord">˙</span></span></span></span><span class="vlist-s">​</span></span><span class="vlist-r"><span class="vlist" style="height: 0.1944em;"><span class=""></span></span></span></span></span><span class="mspace" style="margin-right: 0.2222em;"></span><span class="mbin">+</span><span class="mspace" style="margin-right: 0.2222em;"></span></span><span class="base"><span class="strut" style="height: 1.0361em; vertical-align: -0.2861em;"></span><span class="mord">2</span><span class="mord"><span class="mord mathnormal" style="margin-right: 0.0715em;">C</span><span class="msupsub"><span class="vlist-t vlist-t2"><span class="vlist-r"><span class="vlist" style="height: 0.3361em;"><span class="" style="top: -2.55em; margin-left: -0.0715em; margin-right: 0.05em;"><span class="pstrut" style="height: 2.7em;"></span><span class="sizing reset-size6 size3 mtight"><span class="mord mathnormal mtight" style="margin-right: 0.1076em;">f</span></span></span></span><span class="vlist-s">​</span></span><span class="vlist-r"><span class="vlist" style="height: 0.2861em;"><span class=""></span></span></span></span></span></span><span class="mopen">[</span><span class="mord">−</span><span class="mord mathnormal" style="margin-right: 0.0359em;">ψ</span><span class="mspace" style="margin-right: 0.2222em;"></span><span class="mbin">+</span><span class="mspace" style="margin-right: 0.2222em;"></span></span><span class="base"><span class="strut" style="height: 0.7778em; vertical-align: -0.0833em;"></span><span class="mord mathnormal" style="margin-right: 0.0379em;">δ</span><span class="mspace" style="margin-right: 0.2222em;"></span><span class="mbin">−</span><span class="mspace" style="margin-right: 0.2222em;"></span></span><span class="base"><span class="strut" style="height: 2.4443em; vertical-align: -0.836em;"></span><span class="mord"><span class="mopen nulldelimiter"></span><span class="mfrac"><span class="vlist-t vlist-t2"><span class="vlist-r"><span class="vlist" style="height: 1.6083em;"><span class="" style="top: -2.314em;"><span class="pstrut" style="height: 3em;"></span><span class="mord"><span class="mord"><span class="mord mathnormal" style="margin-right: 0.2222em;">V</span><span class="msupsub"><span class="vlist-t vlist-t2"><span class="vlist-r"><span class="vlist" style="height: 0.1514em;"><span class="" style="top: -2.55em; margin-left: -0.2222em; margin-right: 0.05em;"><span class="pstrut" style="height: 2.7em;"></span><span class="sizing reset-size6 size3 mtight"><span class="mord mathnormal mtight">x</span></span></span></span><span class="vlist-s">​</span></span><span class="vlist-r"><span class="vlist" style="height: 0.15em;"><span class=""></span></span></span></span></span></span></span></span><span class="" style="top: -3.23em;"><span class="pstrut" style="height: 3em;"></span><span class="frac-line" style="border-bottom-width: 0.04em;"></span></span><span class="" style="top: -3.677em;"><span class="pstrut" style="height: 3em;"></span><span class="mord"><span class="mord"><span class="mord mathnormal" style="margin-right: 0.2222em;">V</span><span class="msupsub"><span class="vlist-t vlist-t2"><span class="vlist-r"><span class="vlist" style="height: 0.1514em;"><span class="" style="top: -2.55em; margin-left: -0.2222em; margin-right: 0.05em;"><span class="pstrut" style="height: 2.7em;"></span><span class="sizing reset-size6 size3 mtight"><span class="mord mathnormal mtight" style="margin-right: 0.0359em;">y</span></span></span></span><span class="vlist-s">​</span></span><span class="vlist-r"><span class="vlist" style="height: 0.2861em;"><span class=""></span></span></span></span></span></span><span class="mspace" style="margin-right: 0.2222em;"></span><span class="mbin">+</span><span class="mspace" style="margin-right: 0.2222em;"></span><span class="mord accent"><span class="vlist-t vlist-t2"><span class="vlist-r"><span class="vlist" style="height: 0.9313em;"><span class="" style="top: -3em;"><span class="pstrut" style="height: 3em;"></span><span class="mord mathnormal" style="margin-right: 0.0359em;">ψ</span></span><span class="" style="top: -3.2634em;"><span class="pstrut" style="height: 3em;"></span><span class="accent-body" style="left: -0.0278em;"><span class="mord">˙</span></span></span></span><span class="vlist-s">​</span></span><span class="vlist-r"><span class="vlist" style="height: 0.1944em;"><span class=""></span></span></span></span></span><span class="mord"><span class="mord mathnormal" style="margin-right: 0.0197em;">l</span><span class="msupsub"><span class="vlist-t vlist-t2"><span class="vlist-r"><span class="vlist" style="height: 0.3361em;"><span class="" style="top: -2.55em; margin-left: -0.0197em; margin-right: 0.05em;"><span class="pstrut" style="height: 2.7em;"></span><span class="sizing reset-size6 size3 mtight"><span class="mord mathnormal mtight" style="margin-right: 0.1076em;">f</span></span></span></span><span class="vlist-s">​</span></span><span class="vlist-r"><span class="vlist" style="height: 0.2861em;"><span class=""></span></span></span></span></span></span></span></span></span><span class="vlist-s">​</span></span><span class="vlist-r"><span class="vlist" style="height: 0.836em;"><span class=""></span></span></span></span></span><span class="mclose nulldelimiter"></span></span><span class="mclose">]</span><span class="mspace" style="margin-right: 0.2222em;"></span><span class="mbin">+</span><span class="mspace" style="margin-right: 0.2222em;"></span></span><span class="base"><span class="strut" style="height: 1em; vertical-align: -0.25em;"></span><span class="mord">2</span><span class="mord"><span class="mord mathnormal" style="margin-right: 0.0715em;">C</span><span class="msupsub"><span class="vlist-t vlist-t2"><span class="vlist-r"><span class="vlist" style="height: 0.1514em;"><span class="" style="top: -2.55em; margin-left: -0.0715em; margin-right: 0.05em;"><span class="pstrut" style="height: 2.7em;"></span><span class="sizing reset-size6 size3 mtight"><span class="mord mathnormal mtight" style="margin-right: 0.0278em;">r</span></span></span></span><span class="vlist-s">​</span></span><span class="vlist-r"><span class="vlist" style="height: 0.15em;"><span class=""></span></span></span></span></span></span><span class="mopen">(</span><span class="mord">−</span><span class="mord mathnormal" style="margin-right: 0.0359em;">ψ</span><span class="mspace" style="margin-right: 0.2222em;"></span><span class="mbin">−</span><span class="mspace" style="margin-right: 0.2222em;"></span></span><span class="base"><span class="strut" style="height: 2.4443em; vertical-align: -0.836em;"></span><span class="mord"><span class="mopen nulldelimiter"></span><span class="mfrac"><span class="vlist-t vlist-t2"><span class="vlist-r"><span class="vlist" style="height: 1.6083em;"><span class="" style="top: -2.314em;"><span class="pstrut" style="height: 3em;"></span><span class="mord"><span class="mord"><span class="mord mathnormal" style="margin-right: 0.2222em;">V</span><span class="msupsub"><span class="vlist-t vlist-t2"><span class="vlist-r"><span class="vlist" style="height: 0.1514em;"><span class="" style="top: -2.55em; margin-left: -0.2222em; margin-right: 0.05em;"><span class="pstrut" style="height: 2.7em;"></span><span class="sizing reset-size6 size3 mtight"><span class="mord mathnormal mtight">x</span></span></span></span><span class="vlist-s">​</span></span><span class="vlist-r"><span class="vlist" style="height: 0.15em;"><span class=""></span></span></span></span></span></span></span></span><span class="" style="top: -3.23em;"><span class="pstrut" style="height: 3em;"></span><span class="frac-line" style="border-bottom-width: 0.04em;"></span></span><span class="" style="top: -3.677em;"><span class="pstrut" style="height: 3em;"></span><span class="mord"><span class="mord"><span class="mord mathnormal" style="margin-right: 0.2222em;">V</span><span class="msupsub"><span class="vlist-t vlist-t2"><span class="vlist-r"><span class="vlist" style="height: 0.1514em;"><span class="" style="top: -2.55em; margin-left: -0.2222em; margin-right: 0.05em;"><span class="pstrut" style="height: 2.7em;"></span><span class="sizing reset-size6 size3 mtight"><span class="mord mathnormal mtight" style="margin-right: 0.0359em;">y</span></span></span></span><span class="vlist-s">​</span></span><span class="vlist-r"><span class="vlist" style="height: 0.2861em;"><span class=""></span></span></span></span></span></span><span class="mspace" style="margin-right: 0.2222em;"></span><span class="mbin">−</span><span class="mspace" style="margin-right: 0.2222em;"></span><span class="mord accent"><span class="vlist-t vlist-t2"><span class="vlist-r"><span class="vlist" style="height: 0.9313em;"><span class="" style="top: -3em;"><span class="pstrut" style="height: 3em;"></span><span class="mord mathnormal" style="margin-right: 0.0359em;">ψ</span></span><span class="" style="top: -3.2634em;"><span class="pstrut" style="height: 3em;"></span><span class="accent-body" style="left: -0.0278em;"><span class="mord">˙</span></span></span></span><span class="vlist-s">​</span></span><span class="vlist-r"><span class="vlist" style="height: 0.1944em;"><span class=""></span></span></span></span></span><span class="mord"><span class="mord mathnormal" style="margin-right: 0.0197em;">l</span><span class="msupsub"><span class="vlist-t vlist-t2"><span class="vlist-r"><span class="vlist" style="height: 0.1514em;"><span class="" style="top: -2.55em; margin-left: -0.0197em; margin-right: 0.05em;"><span class="pstrut" style="height: 2.7em;"></span><span class="sizing reset-size6 size3 mtight"><span class="mord mathnormal mtight" style="margin-right: 0.0278em;">r</span></span></span></span><span class="vlist-s">​</span></span><span class="vlist-r"><span class="vlist" style="height: 0.15em;"><span class=""></span></span></span></span></span></span></span></span></span><span class="vlist-s">​</span></span><span class="vlist-r"><span class="vlist" style="height: 0.836em;"><span class=""></span></span></span></span></span><span class="mclose nulldelimiter"></span></span><span class="mclose">)</span></span><span class="mspace newline"></span><span class="base"><span class="strut" style="height: 1em; vertical-align: -0.25em;"></span><span class="mord cjk_fallback">将</span><span class="mopen">[</span><span class="mord cjk_fallback">公式一</span><span class="mclose">]</span><span class="mord cjk_fallback">代入到上式</span><span class="mspace" style="margin-right: 0.2778em;"></span><span class="mrel">:</span></span><span class="mspace newline"></span><span class="base"><span class="strut" style="height: 2.2074em; vertical-align: -0.836em;"></span><span class="mord"><span class="mord accent" style="color: red;"><span class="vlist-t vlist-t2"><span class="vlist-r"><span class="vlist" style="height: 0.6679em;"><span class="" style="top: -3em;"><span class="pstrut" style="height: 3em;"></span><span class="mord mathnormal" style="margin-right: 0.0359em; color: red;">y</span></span><span class="" style="top: -3em;"><span class="pstrut" style="height: 3em;"></span><span class="accent-body" style="left: -0.1944em;"><span class="mord" style="color: red;">¨</span></span></span></span><span class="vlist-s">​</span></span><span class="vlist-r"><span class="vlist" style="height: 0.1944em;"><span class=""></span></span></span></span></span><span class="mspace" style="margin-right: 0.2778em;"></span><span class="mrel" style="color: red;">=</span><span class="mspace" style="margin-right: 0.2778em;"></span><span class="mord" style="color: red;">−</span><span class="mord" style="color: red;"><span class="mopen nulldelimiter"></span><span class="mfrac"><span class="vlist-t vlist-t2"><span class="vlist-r"><span class="vlist" style="height: 1.3603em;"><span class="" style="top: -2.314em;"><span class="pstrut" style="height: 3em;"></span><span class="mord" style="color: red;"><span class="mord mathnormal" style="color: red;">m</span><span class="mord" style="color: red;"><span class="mord mathnormal" style="margin-right: 0.2222em; color: red;">V</span><span class="msupsub"><span class="vlist-t vlist-t2"><span class="vlist-r"><span class="vlist" style="height: 0.1514em;"><span class="" style="top: -2.55em; margin-left: -0.2222em; margin-right: 0.05em;"><span class="pstrut" style="height: 2.7em;"></span><span class="sizing reset-size6 size3 mtight" style="color: red;"><span class="mord mathnormal mtight" style="color: red;">x</span></span></span></span><span class="vlist-s">​</span></span><span class="vlist-r"><span class="vlist" style="height: 0.15em;"><span class=""></span></span></span></span></span></span></span></span><span class="" style="top: -3.23em;"><span class="pstrut" style="height: 3em;"></span><span class="frac-line" style="color: red; border-bottom-width: 0.04em;"></span></span><span class="" style="top: -3.677em;"><span class="pstrut" style="height: 3em;"></span><span class="mord" style="color: red;"><span class="mord" style="color: red;">2</span><span class="mord" style="color: red;"><span class="mord mathnormal" style="margin-right: 0.0715em; color: red;">C</span><span class="msupsub"><span class="vlist-t vlist-t2"><span class="vlist-r"><span class="vlist" style="height: 0.3361em;"><span class="" style="top: -2.55em; margin-left: -0.0715em; margin-right: 0.05em;"><span class="pstrut" style="height: 2.7em;"></span><span class="sizing reset-size6 size3 mtight" style="color: red;"><span class="mord mathnormal mtight" style="margin-right: 0.1076em; color: red;">f</span></span></span></span><span class="vlist-s">​</span></span><span class="vlist-r"><span class="vlist" style="height: 0.2861em;"><span class=""></span></span></span></span></span></span><span class="mspace" style="color: red; margin-right: 0.2222em;"></span><span class="mbin" style="color: red;">+</span><span class="mspace" style="color: red; margin-right: 0.2222em;"></span><span class="mord" style="color: red;">2</span><span class="mord" style="color: red;"><span class="mord mathnormal" style="margin-right: 0.0715em; color: red;">C</span><span class="msupsub"><span class="vlist-t vlist-t2"><span class="vlist-r"><span class="vlist" style="height: 0.1514em;"><span class="" style="top: -2.55em; margin-left: -0.0715em; margin-right: 0.05em;"><span class="pstrut" style="height: 2.7em;"></span><span class="sizing reset-size6 size3 mtight" style="color: red;"><span class="mord mathnormal mtight" style="margin-right: 0.0278em; color: red;">r</span></span></span></span><span class="vlist-s">​</span></span><span class="vlist-r"><span class="vlist" style="height: 0.15em;"><span class=""></span></span></span></span></span></span></span></span></span><span class="vlist-s">​</span></span><span class="vlist-r"><span class="vlist" style="height: 0.836em;"><span class=""></span></span></span></span></span><span class="mclose nulldelimiter"></span></span><span class="mord accent" style="color: red;"><span class="vlist-t vlist-t2"><span class="vlist-r"><span class="vlist" style="height: 0.6679em;"><span class="" style="top: -3em;"><span class="pstrut" style="height: 3em;"></span><span class="mord mathnormal" style="margin-right: 0.0359em; color: red;">y</span></span><span class="" style="top: -3em;"><span class="pstrut" style="height: 3em;"></span><span class="accent-body" style="left: -0.0833em;"><span class="mord" style="color: red;">˙</span></span></span></span><span class="vlist-s">​</span></span><span class="vlist-r"><span class="vlist" style="height: 0.1944em;"><span class=""></span></span></span></span></span><span class="mspace" style="margin-right: 0.2222em;"></span><span class="mbin" style="color: red;">−</span><span class="mspace" style="margin-right: 0.2222em;"></span><span class="mopen" style="color: red;">(</span><span class="mord" style="color: red;"><span class="mord mathnormal" style="margin-right: 0.2222em; color: red;">V</span><span class="msupsub"><span class="vlist-t vlist-t2"><span class="vlist-r"><span class="vlist" style="height: 0.1514em;"><span class="" style="top: -2.55em; margin-left: -0.2222em; margin-right: 0.05em;"><span class="pstrut" style="height: 2.7em;"></span><span class="sizing reset-size6 size3 mtight" style="color: red;"><span class="mord mathnormal mtight" style="color: red;">x</span></span></span></span><span class="vlist-s">​</span></span><span class="vlist-r"><span class="vlist" style="height: 0.15em;"><span class=""></span></span></span></span></span></span><span class="mspace" style="margin-right: 0.2222em;"></span><span class="mbin" style="color: red;">+</span><span class="mspace" style="margin-right: 0.2222em;"></span><span class="mord" style="color: red;"><span class="mopen nulldelimiter"></span><span class="mfrac"><span class="vlist-t vlist-t2"><span class="vlist-r"><span class="vlist" style="height: 1.3714em;"><span class="" style="top: -2.314em;"><span class="pstrut" style="height: 3em;"></span><span class="mord" style="color: red;"><span class="mord mathnormal" style="color: red;">m</span><span class="mord" style="color: red;"><span class="mord mathnormal" style="margin-right: 0.2222em; color: red;">V</span><span class="msupsub"><span class="vlist-t vlist-t2"><span class="vlist-r"><span class="vlist" style="height: 0.1514em;"><span class="" style="top: -2.55em; margin-left: -0.2222em; margin-right: 0.05em;"><span class="pstrut" style="height: 2.7em;"></span><span class="sizing reset-size6 size3 mtight" style="color: red;"><span class="mord mathnormal mtight" style="color: red;">x</span></span></span></span><span class="vlist-s">​</span></span><span class="vlist-r"><span class="vlist" style="height: 0.15em;"><span class=""></span></span></span></span></span></span></span></span><span class="" style="top: -3.23em;"><span class="pstrut" style="height: 3em;"></span><span class="frac-line" style="color: red; border-bottom-width: 0.04em;"></span></span><span class="" style="top: -3.677em;"><span class="pstrut" style="height: 3em;"></span><span class="mord" style="color: red;"><span class="mord" style="color: red;">2</span><span class="mord" style="color: red;"><span class="mord mathnormal" style="margin-right: 0.0715em; color: red;">C</span><span class="msupsub"><span class="vlist-t vlist-t2"><span class="vlist-r"><span class="vlist" style="height: 0.3361em;"><span class="" style="top: -2.55em; margin-left: -0.0715em; margin-right: 0.05em;"><span class="pstrut" style="height: 2.7em;"></span><span class="sizing reset-size6 size3 mtight" style="color: red;"><span class="mord mathnormal mtight" style="margin-right: 0.1076em; color: red;">f</span></span></span></span><span class="vlist-s">​</span></span><span class="vlist-r"><span class="vlist" style="height: 0.2861em;"><span class=""></span></span></span></span></span></span><span class="mord" style="color: red;"><span class="mord mathnormal" style="margin-right: 0.0197em; color: red;">l</span><span class="msupsub"><span class="vlist-t vlist-t2"><span class="vlist-r"><span class="vlist" style="height: 0.3361em;"><span class="" style="top: -2.55em; margin-left: -0.0197em; margin-right: 0.05em;"><span class="pstrut" style="height: 2.7em;"></span><span class="sizing reset-size6 size3 mtight" style="color: red;"><span class="mord mathnormal mtight" style="margin-right: 0.1076em; color: red;">f</span></span></span></span><span class="vlist-s">​</span></span><span class="vlist-r"><span class="vlist" style="height: 0.2861em;"><span class=""></span></span></span></span></span></span><span class="mspace" style="color: red; margin-right: 0.2222em;"></span><span class="mbin" style="color: red;">−</span><span class="mspace" style="color: red; margin-right: 0.2222em;"></span><span class="mord" style="color: red;">2</span><span class="mord" style="color: red;"><span class="mord mathnormal" style="margin-right: 0.0715em; color: red;">C</span><span class="msupsub"><span class="vlist-t vlist-t2"><span class="vlist-r"><span class="vlist" style="height: 0.1514em;"><span class="" style="top: -2.55em; margin-left: -0.0715em; margin-right: 0.05em;"><span class="pstrut" style="height: 2.7em;"></span><span class="sizing reset-size6 size3 mtight" style="color: red;"><span class="mord mathnormal mtight" style="margin-right: 0.0278em; color: red;">r</span></span></span></span><span class="vlist-s">​</span></span><span class="vlist-r"><span class="vlist" style="height: 0.15em;"><span class=""></span></span></span></span></span></span><span class="mord" style="color: red;"><span class="mord mathnormal" style="margin-right: 0.0197em; color: red;">l</span><span class="msupsub"><span class="vlist-t vlist-t2"><span class="vlist-r"><span class="vlist" style="height: 0.1514em;"><span class="" style="top: -2.55em; margin-left: -0.0197em; margin-right: 0.05em;"><span class="pstrut" style="height: 2.7em;"></span><span class="sizing reset-size6 size3 mtight" style="color: red;"><span class="mord mathnormal mtight" style="margin-right: 0.0278em; color: red;">r</span></span></span></span><span class="vlist-s">​</span></span><span class="vlist-r"><span class="vlist" style="height: 0.15em;"><span class=""></span></span></span></span></span></span></span></span></span><span class="vlist-s">​</span></span><span class="vlist-r"><span class="vlist" style="height: 0.836em;"><span class=""></span></span></span></span></span><span class="mclose nulldelimiter"></span></span><span class="mclose" style="color: red;">)</span><span class="mord accent" style="color: red;"><span class="vlist-t vlist-t2"><span class="vlist-r"><span class="vlist" style="height: 0.9313em;"><span class="" style="top: -3em;"><span class="pstrut" style="height: 3em;"></span><span class="mord mathnormal" style="margin-right: 0.0359em; color: red;">ψ</span></span><span class="" style="top: -3.2634em;"><span class="pstrut" style="height: 3em;"></span><span class="accent-body" style="left: -0.0278em;"><span class="mord" style="color: red;">˙</span></span></span></span><span class="vlist-s">​</span></span><span class="vlist-r"><span class="vlist" style="height: 0.1944em;"><span class=""></span></span></span></span></span><span class="mspace" style="margin-right: 0.2222em;"></span><span class="mbin" style="color: red;">+</span><span class="mspace" style="margin-right: 0.2222em;"></span><span class="mord" style="color: red;"><span class="mopen nulldelimiter"></span><span class="mfrac"><span class="vlist-t vlist-t2"><span class="vlist-r"><span class="vlist" style="height: 1.3714em;"><span class="" style="top: -2.314em;"><span class="pstrut" style="height: 3em;"></span><span class="mord" style="color: red;"><span class="mord mathnormal" style="color: red;">m</span></span></span><span class="" style="top: -3.23em;"><span class="pstrut" style="height: 3em;"></span><span class="frac-line" style="color: red; border-bottom-width: 0.04em;"></span></span><span class="" style="top: -3.677em;"><span class="pstrut" style="height: 3em;"></span><span class="mord" style="color: red;"><span class="mord" style="color: red;">2</span><span class="mord" style="color: red;"><span class="mord mathnormal" style="margin-right: 0.0715em; color: red;">C</span><span class="msupsub"><span class="vlist-t vlist-t2"><span class="vlist-r"><span class="vlist" style="height: 0.1514em;"><span class="" style="top: -2.55em; margin-left: -0.0715em; margin-right: 0.05em;"><span class="pstrut" style="height: 2.7em;"></span><span class="sizing reset-size6 size3 mtight" style="color: red;"><span class="mord mtight" style="color: red;"><span class="mord mathnormal mtight" style="margin-right: 0.0037em; color: red;">α</span></span></span></span></span><span class="vlist-s">​</span></span><span class="vlist-r"><span class="vlist" style="height: 0.15em;"><span class=""></span></span></span></span></span></span><span class="mord mathnormal" style="margin-right: 0.0379em; color: red;">δ</span></span></span></span><span class="vlist-s">​</span></span><span class="vlist-r"><span class="vlist" style="height: 0.686em;"><span class=""></span></span></span></span></span><span class="mclose nulldelimiter"></span></span><span class="mspace" style="color: red; margin-right: 1em;"></span><span class="mopen" style="color: red;">[</span><span class="mord cjk_fallback" style="color: red;">公式二</span><span class="mclose" style="color: red;">]</span></span></span></span></span></span></span></p> 

      求得小车模型的状态空间表达式为 
     
    
      : 
     
     
     
     
     
     
     
     
     
     
     
     
     
     
     
     
       d 
      
      
      
        d 
       
      
        t 
       
      
     
     
     
       [ 
      
      
       
        
         
          
          
            y 
           
          
            ˙ 
           
          
         
        
       
       
        
         
         
           ψ 
          
         
        
       
       
        
         
          
          
            ψ 
           
          
            ˙ 
           
          
         
        
       
      
     
       ] 
      
     
    
      = 
     
     
     
       [ 
      
      
       
        
         
          
          
            − 
           
           
            
            
              2 
             
             
             
               C 
              
             
               f 
              
             
            
              + 
             
            
              2 
             
             
             
               C 
              
             
               r 
              
             
            
            
            
              m 
             
             
             
               V 
              
             
               x 
              
             
            
           
          
         
        
        
         
         
           0 
          
         
        
        
         
          
          
            − 
           
          
            ( 
           
           
           
             V 
            
           
             x 
            
           
          
            + 
           
           
            
            
              2 
             
             
             
               C 
              
             
               f 
              
             
             
             
               l 
              
             
               f 
              
             
            
              − 
             
            
              2 
             
             
             
               C 
              
             
               r 
              
             
             
             
               l 
              
             
               r 
              
             
            
            
            
              m 
             
             
             
               V 
              
             
               x 
              
             
            
           
          
            ) 
           
          
         
        
       
       
        
         
         
           0 
          
         
        
        
         
         
           0 
          
         
        
        
         
         
           1 
          
         
        
       
       
        
         
          
          
            − 
           
           
            
            
              2 
             
             
             
               l 
              
             
               f 
              
             
             
             
               C 
              
             
               f 
              
             
            
              − 
             
            
              2 
             
             
             
               l 
              
             
               r 
              
             
             
             
               C 
              
             
               r 
              
             
            
            
             
             
               I 
              
             
               z 
              
             
             
             
               V 
              
             
               x 
              
             
            
           
          
         
        
        
         
         
           0 
          
         
        
        
         
          
          
            − 
           
           
            
            
              2 
             
             
             
               l 
              
             
               f 
              
             
               2 
              
             
             
             
               C 
              
             
               f 
              
             
            
              + 
             
            
              2 
             
             
             
               l 
              
             
               r 
              
             
               2 
              
             
             
             
               C 
              
             
               r 
              
             
            
            
             
             
               I 
              
             
               z 
              
             
             
             
               V 
              
             
               x 
              
             
            
           
          
         
        
       
      
     
       ] 
      
     
     
     
       [ 
      
      
       
        
         
          
          
            y 
           
          
            ˙ 
           
          
         
        
       
       
        
         
         
           ψ 
          
         
        
       
       
        
         
          
          
            ψ 
           
          
            ˙ 
           
          
         
        
       
      
     
       ] 
      
     
    
      + 
     
     
     
       [ 
      
      
       
        
         
          
          
            2 
           
           
            
            
              C 
             
            
              f 
             
            
           
             m 
            
           
          
         
        
       
       
        
         
         
           0 
          
         
        
       
       
        
         
          
           
           
             2 
            
            
            
              l 
             
            
              f 
             
            
            
            
              C 
             
            
              f 
             
            
           
           
           
             I 
            
           
             z 
            
           
          
         
        
       
      
     
       ] 
      
     
    
      δ 
     
    
   
     求得小车模型的状态空间表达式为: \qquad \qquad\qquad\qquad\qquad\qquad\qquad\qquad\qquad\qquad\qquad\qquad \\ \frac{d}{dt} <span class="MathJax_Preview" style="color: inherit; display: none;"></span><div class="MathJax_Display"><span class="MathJax MathJax_FullWidth" id="MathJax-Element-1-Frame" tabindex="0" style="position: relative;" data-mathml="<math xmlns=&quot;http://www.w3.org/1998/Math/MathML&quot; display=&quot;block&quot;><mrow><mo>[</mo><mtable rowspacing=&quot;4pt&quot; columnspacing=&quot;1em&quot;><mtr><mtd><mrow class=&quot;MJX-TeXAtom-ORD&quot;><mover><mi>y</mi><mo>&amp;#x02D9;</mo></mover></mrow></mtd></mtr><mtr><mtd><mi>&amp;#x03C8;</mi></mtd></mtr><mtr><mtd><mrow class=&quot;MJX-TeXAtom-ORD&quot;><mover><mi>&amp;#x03C8;</mi><mo>&amp;#x02D9;</mo></mover></mrow></mtd></mtr></mtable><mo>]</mo></mrow></math>" role="presentation"><nobr aria-hidden="true"><span class="math" id="MathJax-Span-1" style="width: 100%; display: inline-block; min-width: 2.382em;"><span style="display: inline-block; position: relative; width: 100%; height: 0px; font-size: 102%;"><span style="position: absolute; clip: rect(2.584em, 1002.03em, 6.837em, -999.997em); top: -4.958em; left: 0em; width: 100%;"><span class="mrow" id="MathJax-Span-2"><span style="display: inline-block; position: relative; width: 100%; height: 0px;"><span style="position: absolute; clip: rect(2.584em, 1002.03em, 6.837em, -999.997em); top: -4.958em; left: 50%; margin-left: -1.162em;"><span class="mrow" id="MathJax-Span-3"><span class="mo" id="MathJax-Span-4" style="vertical-align: 2.23em;"><span style="display: inline-block; position: relative; width: 0.661em; height: 0px;"><span style="position: absolute; font-family: MathJax_Size4; top: -2.832em; left: 0em;">⎡<span style="display: inline-block; width: 0px; height: 4.002em;"></span></span><span style="position: absolute; font-family: MathJax_Size4; top: -0.706em; left: 0em;">⎣<span style="display: inline-block; width: 0px; height: 4.002em;"></span></span><span style="font-family: MathJax_Size4; position: absolute; top: -1.719em; left: 0em;">⎢<span style="display: inline-block; width: 0px; height: 4.002em;"></span></span></span></span><span class="mtable" id="MathJax-Span-5" style="padding-right: 0.154em; padding-left: 0.154em;"><span style="display: inline-block; position: relative; width: 0.711em; height: 0px;"><span style="position: absolute; clip: rect(2.584em, 1000.66em, 6.735em, -999.997em); top: -4.857em; left: 0em;"><span style="display: inline-block; position: relative; width: 0.711em; height: 0px;"><span style="position: absolute; width: 100%; clip: rect(3.141em, 1000.51em, 4.356em, -999.997em); top: -5.414em; left: 0em;"><span class="mtd" id="MathJax-Span-6"><span class="mrow" id="MathJax-Span-7"><span style="display: inline-block; position: relative; width: 100%; height: 0px;"><span style="position: absolute; clip: rect(3.141em, 1000.51em, 4.356em, -999.997em); top: -3.997em; left: 50%; margin-left: -0.301em;"><span class="texatom" id="MathJax-Span-8"><span class="mrow" id="MathJax-Span-9"><span style="display: inline-block; position: relative; width: 0.61em; height: 0px;"><span style="position: absolute; clip: rect(3.141em, 1000.51em, 4.356em, -999.997em); top: -3.997em; left: 0em;"><span class="munderover" id="MathJax-Span-10"><span style="display: inline-block; position: relative; width: 0.61em; height: 0px;"><span style="position: absolute; clip: rect(3.394em, 1000.51em, 4.356em, -999.997em); top: -3.997em; left: 0.003em;"><span class="mi" id="MathJax-Span-11" style="font-family: MathJax_Math-italic;">y<span style="display: inline-block; overflow: hidden; height: 1px; width: 0.003em;"></span></span><span style="display: inline-block; width: 0px; height: 4.002em;"></span></span><span style="position: absolute; clip: rect(3.192em, 1000.31em, 3.597em, -999.997em); top: -3.997em; left: 0.104em;"><span class="mo" id="MathJax-Span-12" style="font-family: MathJax_Main;">˙</span><span style="display: inline-block; width: 0px; height: 4.002em;"></span></span></span></span><span style="display: inline-block; width: 0px; height: 4.002em;"></span></span></span></span></span><span style="display: inline-block; width: 0px; height: 4.002em;"></span></span></span></span></span><span style="display: inline-block; width: 0px; height: 4.002em;"></span></span><span style="position: absolute; width: 100%; clip: rect(3.141em, 1000.66em, 4.356em, -999.997em); top: -3.997em; left: 0em;"><span class="mtd" id="MathJax-Span-13"><span class="mrow" id="MathJax-Span-14"><span style="display: inline-block; position: relative; width: 100%; height: 0px;"><span style="position: absolute; clip: rect(3.141em, 1000.66em, 4.356em, -999.997em); top: -3.997em; left: 50%; margin-left: -0.301em;"><span class="mi" id="MathJax-Span-15" style="font-family: MathJax_Math-italic;">ψ</span><span style="display: inline-block; width: 0px; height: 4.002em;"></span></span></span></span></span><span style="display: inline-block; width: 0px; height: 4.002em;"></span></span><span style="position: absolute; width: 100%; clip: rect(2.888em, 1000.66em, 4.356em, -999.997em); top: -2.478em; left: 0em;"><span class="mtd" id="MathJax-Span-16"><span class="mrow" id="MathJax-Span-17"><span style="display: inline-block; position: relative; width: 100%; height: 0px;"><span style="position: absolute; clip: rect(2.888em, 1000.66em, 4.356em, -999.997em); top: -3.997em; left: 50%; margin-left: -0.352em;"><span class="texatom" id="MathJax-Span-18"><span class="mrow" id="MathJax-Span-19"><span style="display: inline-block; position: relative; width: 0.711em; height: 0px;"><span style="position: absolute; clip: rect(2.888em, 1000.66em, 4.356em, -999.997em); top: -3.997em; left: 0em;"><span class="munderover" id="MathJax-Span-20"><span style="display: inline-block; position: relative; width: 0.711em; height: 0px;"><span style="position: absolute; clip: rect(3.141em, 1000.66em, 4.356em, -999.997em); top: -3.997em; left: 0em;"><span class="mi" id="MathJax-Span-21" style="font-family: MathJax_Math-italic;">ψ</span><span style="display: inline-block; width: 0px; height: 4.002em;"></span></span><span style="position: absolute; clip: rect(3.192em, 1000.31em, 3.597em, -999.997em); top: -4.25em; left: 0.205em;"><span class="mo" id="MathJax-Span-22" style="font-family: MathJax_Main;">˙</span><span style="display: inline-block; width: 0px; height: 4.002em;"></span></span></span></span><span style="display: inline-block; width: 0px; height: 4.002em;"></span></span></span></span></span><span style="display: inline-block; width: 0px; height: 4.002em;"></span></span></span></span></span><span style="display: inline-block; width: 0px; height: 4.002em;"></span></span></span><span style="display: inline-block; width: 0px; height: 4.862em;"></span></span></span></span><span class="mo" id="MathJax-Span-23" style="vertical-align: 2.23em;"><span style="display: inline-block; position: relative; width: 0.661em; height: 0px;"><span style="position: absolute; font-family: MathJax_Size4; top: -2.832em; left: 0em;">⎤<span style="display: inline-block; width: 0px; height: 4.002em;"></span></span><span style="position: absolute; font-family: MathJax_Size4; top: -0.706em; left: 0em;">⎦<span style="display: inline-block; width: 0px; height: 4.002em;"></span></span><span style="font-family: MathJax_Size4; position: absolute; top: -1.719em; left: 0em;">⎥<span style="display: inline-block; width: 0px; height: 4.002em;"></span></span></span></span></span><span style="display: inline-block; width: 0px; height: 4.964em;"></span></span></span></span><span style="display: inline-block; width: 0px; height: 4.964em;"></span></span></span><span style="display: inline-block; overflow: hidden; vertical-align: -1.805em; border-left: 0px solid; width: 0px; height: 4.133em;"></span></span></nobr><span class="MJX_Assistive_MathML MJX_Assistive_MathML_Block" role="presentation"><math xmlns="http://www.w3.org/1998/Math/MathML" display="block"><mrow><mo>[</mo><mtable rowspacing="4pt" columnspacing="1em"><mtr><mtd><mrow class="MJX-TeXAtom-ORD"><mover><mi>y</mi><mo>˙</mo></mover></mrow></mtd></mtr><mtr><mtd><mi>ψ</mi></mtd></mtr><mtr><mtd><mrow class="MJX-TeXAtom-ORD"><mover><mi>ψ</mi><mo>˙</mo></mover></mrow></mtd></mtr></mtable><mo>]</mo></mrow></math></span></span></div><script type="math/tex; mode=display" id="MathJax-Element-1">\begin{bmatrix} \dot{y} \\ \psi \\ \dot{\psi} \end{bmatrix}</script> =<span class="MathJax_Preview" style="color: inherit; display: none;"></span><div class="MathJax_Display"><span class="MathJax MathJax_FullWidth" id="MathJax-Element-2-Frame" tabindex="0" style="position: relative;" data-mathml="<math xmlns=&quot;http://www.w3.org/1998/Math/MathML&quot; display=&quot;block&quot;><mrow><mo>[</mo><mtable rowspacing=&quot;4pt&quot; columnspacing=&quot;1em&quot;><mtr><mtd><mo>&amp;#x2212;</mo><mfrac><mrow><mn>2</mn><msub><mi>C</mi><mi>f</mi></msub><mo>+</mo><mn>2</mn><msub><mi>C</mi><mi>r</mi></msub></mrow><mrow><mi>m</mi><msub><mi>V</mi><mi>x</mi></msub></mrow></mfrac></mtd><mtd><mn>0</mn></mtd><mtd><mo>&amp;#x2212;</mo><mo stretchy=&quot;false&quot;>(</mo><msub><mi>V</mi><mi>x</mi></msub><mo>+</mo><mfrac><mrow><mn>2</mn><msub><mi>C</mi><mi>f</mi></msub><msub><mi>l</mi><mi>f</mi></msub><mo>&amp;#x2212;</mo><mn>2</mn><msub><mi>C</mi><mi>r</mi></msub><msub><mi>l</mi><mi>r</mi></msub></mrow><mrow><mi>m</mi><msub><mi>V</mi><mi>x</mi></msub></mrow></mfrac><mo stretchy=&quot;false&quot;>)</mo></mtd></mtr><mtr><mtd><mn>0</mn></mtd><mtd><mn>0</mn></mtd><mtd><mn>1</mn></mtd></mtr><mtr><mtd><mo>&amp;#x2212;</mo><mfrac><mrow><mn>2</mn><msub><mi>l</mi><mi>f</mi></msub><msub><mi>C</mi><mi>f</mi></msub><mo>&amp;#x2212;</mo><mn>2</mn><msub><mi>l</mi><mi>r</mi></msub><msub><mi>C</mi><mi>r</mi></msub></mrow><mrow><msub><mi>I</mi><mi>z</mi></msub><msub><mi>V</mi><mi>x</mi></msub></mrow></mfrac></mtd><mtd><mn>0</mn></mtd><mtd><mo>&amp;#x2212;</mo><mfrac><mrow><mn>2</mn><msubsup><mi>l</mi><mi>f</mi><mn>2</mn></msubsup><msub><mi>C</mi><mi>f</mi></msub><mo>+</mo><mn>2</mn><msubsup><mi>l</mi><mi>r</mi><mn>2</mn></msubsup><msub><mi>C</mi><mi>r</mi></msub></mrow><mrow><msub><mi>I</mi><mi>z</mi></msub><msub><mi>V</mi><mi>x</mi></msub></mrow></mfrac></mtd></mtr></mtable><mo>]</mo></mrow></math>" role="presentation"><nobr aria-hidden="true"><span class="math" id="MathJax-Span-24" style="width: 100%; display: inline-block; min-width: 17.619em;"><span style="display: inline-block; position: relative; width: 100%; height: 0px; font-size: 102%;"><span style="position: absolute; clip: rect(3.192em, 1016.91em, 8.76em, -999.997em); top: -6.224em; left: 0em; width: 100%;"><span class="mrow" id="MathJax-Span-25"><span style="display: inline-block; position: relative; width: 100%; height: 0px;"><span style="position: absolute; clip: rect(3.192em, 1016.91em, 8.76em, -999.997em); top: -6.224em; left: 50%; margin-left: -8.603em;"><span class="mrow" id="MathJax-Span-26"><span class="mo" id="MathJax-Span-27" style="vertical-align: 2.888em;"><span style="display: inline-block; position: relative; width: 0.661em; height: 0px;"><span style="position: absolute; font-family: MathJax_Size4; top: -2.832em; left: 0em;">⎡<span style="display: inline-block; width: 0px; height: 4.002em;"></span></span><span style="position: absolute; font-family: MathJax_Size4; top: 0.61em; left: 0em;">⎣<span style="display: inline-block; width: 0px; height: 4.002em;"></span></span><span style="font-family: MathJax_Size4; position: absolute; top: -1.617em; left: 0em;">⎢<span style="display: inline-block; width: 0px; height: 4.002em;"></span></span><span style="font-family: MathJax_Size4; position: absolute; top: -1.061em; left: 0em;">⎢<span style="display: inline-block; width: 0px; height: 4.002em;"></span></span><span style="font-family: MathJax_Size4; position: absolute; top: -0.504em; left: 0em;">⎢<span style="display: inline-block; width: 0px; height: 4.002em;"></span></span></span></span><span class="mtable" id="MathJax-Span-28" style="padding-right: 0.154em; padding-left: 0.154em;"><span style="display: inline-block; position: relative; width: 15.594em; height: 0px;"><span style="position: absolute; clip: rect(3.192em, 1005.07em, 8.76em, -999.997em); top: -6.224em; left: 0em;"><span style="display: inline-block; position: relative; width: 5.065em; height: 0px;"><span style="position: absolute; width: 100%; clip: rect(2.736em, 1004em, 4.66em, -999.997em); top: -5.768em; left: 0em;"><span class="mtd" id="MathJax-Span-29"><span class="mrow" id="MathJax-Span-30"><span style="display: inline-block; position: relative; width: 100%; height: 0px;"><span style="position: absolute; clip: rect(2.736em, 1004em, 4.66em, -999.997em); top: -3.997em; left: 50%; margin-left: -2.022em;"><span class="mo" id="MathJax-Span-31" style="font-family: MathJax_Main;">−</span><span class="mfrac" id="MathJax-Span-32"><span style="display: inline-block; position: relative; width: 2.989em; height: 0px; margin-right: 0.104em; margin-left: 0.104em;"><span style="position: absolute; clip: rect(3.344em, 1002.89em, 4.356em, -999.997em); top: -4.604em; left: 50%; margin-left: -1.415em;"><span class="mrow" id="MathJax-Span-33"><span style="display: inline-block; position: relative; width: 2.888em; height: 0px;"><span style="position: absolute; clip: rect(3.344em, 1002.89em, 4.356em, -999.997em); top: -3.997em; left: 0em;"><span class="mn" id="MathJax-Span-34" style="font-size: 70.7%; font-family: MathJax_Main;">2</span><span class="msubsup" id="MathJax-Span-35"><span style="display: inline-block; position: relative; width: 0.812em; height: 0px;"><span style="position: absolute; clip: rect(3.344em, 1000.56em, 4.154em, -999.997em); top: -3.997em; left: 0em;"><span class="mi" id="MathJax-Span-36" style="font-size: 70.7%; font-family: MathJax_Math-italic;">C<span style="display: inline-block; overflow: hidden; height: 1px; width: 0.053em;"></span></span><span style="display: inline-block; width: 0px; height: 4.002em;"></span></span><span style="position: absolute; top: -3.895em; left: 0.509em;"><span class="mi" id="MathJax-Span-37" style="font-size: 50%; font-family: MathJax_Math-italic;">f<span style="display: inline-block; overflow: hidden; height: 1px; width: 0.053em;"></span></span><span style="display: inline-block; width: 0px; height: 4.002em;"></span></span></span></span><span class="mo" id="MathJax-Span-38" style="font-size: 70.7%; font-family: MathJax_Main;">+</span><span class="mn" id="MathJax-Span-39" style="font-size: 70.7%; font-family: MathJax_Main;">2</span><span class="msubsup" id="MathJax-Span-40"><span style="display: inline-block; position: relative; width: 0.762em; height: 0px;"><span style="position: absolute; clip: rect(3.344em, 1000.56em, 4.154em, -999.997em); top: -3.997em; left: 0em;"><span class="mi" id="MathJax-Span-41" style="font-size: 70.7%; font-family: MathJax_Math-italic;">C<span style="display: inline-block; overflow: hidden; height: 1px; width: 0.053em;"></span></span><span style="display: inline-block; width: 0px; height: 4.002em;"></span></span><span style="position: absolute; top: -3.895em; left: 0.509em;"><span class="mi" id="MathJax-Span-42" style="font-size: 50%; font-family: MathJax_Math-italic;">r</span><span style="display: inline-block; width: 0px; height: 4.002em;"></span></span></span></span><span style="display: inline-block; width: 0px; height: 4.002em;"></span></span></span></span><span style="display: inline-block; width: 0px; height: 4.002em;"></span></span><span style="position: absolute; clip: rect(3.344em, 1001.37em, 4.255em, -999.997em); top: -3.592em; left: 50%; margin-left: -0.706em;"><span class="mrow" id="MathJax-Span-43"><span style="display: inline-block; position: relative; width: 1.369em; height: 0px;"><span style="position: absolute; clip: rect(3.344em, 1001.37em, 4.255em, -999.997em); top: -3.997em; left: 0em;"><span class="mi" id="MathJax-Span-44" style="font-size: 70.7%; font-family: MathJax_Math-italic;">m</span><span class="msubsup" id="MathJax-Span-45"><span style="display: inline-block; position: relative; width: 0.762em; height: 0px;"><span style="position: absolute; clip: rect(3.344em, 1000.56em, 4.154em, -999.997em); top: -3.997em; left: 0em;"><span class="mi" id="MathJax-Span-46" style="font-size: 70.7%; font-family: MathJax_Math-italic;">V<span style="display: inline-block; overflow: hidden; height: 1px; width: 0.154em;"></span></span><span style="display: inline-block; width: 0px; height: 4.002em;"></span></span><span style="position: absolute; top: -3.895em; left: 0.408em;"><span class="mi" id="MathJax-Span-47" style="font-size: 50%; font-family: MathJax_Math-italic;">x</span><span style="display: inline-block; width: 0px; height: 4.002em;"></span></span></span></span><span style="display: inline-block; width: 0px; height: 4.002em;"></span></span></span></span><span style="display: inline-block; width: 0px; height: 4.002em;"></span></span><span style="position: absolute; clip: rect(0.863em, 1002.99em, 1.217em, -999.997em); top: -1.263em; left: 0em;"><span style="display: inline-block; overflow: hidden; vertical-align: 0em; border-top: 1.3px solid; width: 2.989em; height: 0px;"></span><span style="display: inline-block; width: 0px; height: 1.066em;"></span></span></span></span><span style="display: inline-block; width: 0px; height: 4.002em;"></span></span></span></span></span><span style="display: inline-block; width: 0px; height: 4.002em;"></span></span><span style="position: absolute; width: 100%; clip: rect(3.192em, 1000.46em, 4.154em, -999.997em); top: -4.047em; left: 0em;"><span class="mtd" id="MathJax-Span-82"><span class="mrow" id="MathJax-Span-83"><span style="display: inline-block; position: relative; width: 100%; height: 0px;"><span style="position: absolute; clip: rect(3.192em, 1000.46em, 4.154em, -999.997em); top: -3.997em; left: 50%; margin-left: -0.251em;"><span class="mn" id="MathJax-Span-84" style="font-family: MathJax_Main;">0</span><span style="display: inline-block; width: 0px; height: 4.002em;"></span></span></span></span></span><span style="display: inline-block; width: 0px; height: 4.002em;"></span></span><span style="position: absolute; width: 100%; clip: rect(2.736em, 1005.07em, 4.66em, -999.997em); top: -2.124em; left: 0em;"><span class="mtd" id="MathJax-Span-91"><span class="mrow" id="MathJax-Span-92"><span style="display: inline-block; position: relative; width: 100%; height: 0px;"><span style="position: absolute; clip: rect(2.736em, 1005.07em, 4.66em, -999.997em); top: -3.997em; left: 50%; margin-left: -2.529em;"><span class="mo" id="MathJax-Span-93" style="font-family: MathJax_Main;">−</span><span class="mfrac" id="MathJax-Span-94"><span style="display: inline-block; position: relative; width: 4.002em; height: 0px; margin-right: 0.104em; margin-left: 0.104em;"><span style="position: absolute; clip: rect(3.344em, 1003.9em, 4.356em, -999.997em); top: -4.604em; left: 50%; margin-left: -1.972em;"><span class="mrow" id="MathJax-Span-95"><span style="display: inline-block; position: relative; width: 3.9em; height: 0px;"><span style="position: absolute; clip: rect(3.344em, 1003.9em, 4.356em, -999.997em); top: -3.997em; left: 0em;"><span class="mn" id="MathJax-Span-96" style="font-size: 70.7%; font-family: MathJax_Main;">2</span><span class="msubsup" id="MathJax-Span-97"><span style="display: inline-block; position: relative; width: 0.559em; height: 0px;"><span style="position: absolute; clip: rect(3.344em, 1000.21em, 4.154em, -999.997em); top: -3.997em; left: 0em;"><span class="mi" id="MathJax-Span-98" style="font-size: 70.7%; font-family: MathJax_Math-italic;">l</span><span style="display: inline-block; width: 0px; height: 4.002em;"></span></span><span style="position: absolute; top: -3.895em; left: 0.205em;"><span class="mi" id="MathJax-Span-99" style="font-size: 50%; font-family: MathJax_Math-italic;">f<span style="display: inline-block; overflow: hidden; height: 1px; width: 0.053em;"></span></span><span style="display: inline-block; width: 0px; height: 4.002em;"></span></span></span></span><span class="msubsup" id="MathJax-Span-100"><span style="display: inline-block; position: relative; width: 0.812em; height: 0px;"><span style="position: absolute; clip: rect(3.344em, 1000.56em, 4.154em, -999.997em); top: -3.997em; left: 0em;"><span class="mi" id="MathJax-Span-101" style="font-size: 70.7%; font-family: MathJax_Math-italic;">C<span style="display: inline-block; overflow: hidden; height: 1px; width: 0.053em;"></span></span><span style="display: inline-block; width: 0px; height: 4.002em;"></span></span><span style="position: absolute; top: -3.895em; left: 0.509em;"><span class="mi" id="MathJax-Span-102" style="font-size: 50%; font-family: MathJax_Math-italic;">f<span style="display: inline-block; overflow: hidden; height: 1px; width: 0.053em;"></span></span><span style="display: inline-block; width: 0px; height: 4.002em;"></span></span></span></span><span class="mo" id="MathJax-Span-103" style="font-size: 70.7%; font-family: MathJax_Main;">−</span><span class="mn" id="MathJax-Span-104" style="font-size: 70.7%; font-family: MathJax_Main;">2</span><span class="msubsup" id="MathJax-Span-105"><span style="display: inline-block; position: relative; width: 0.509em; height: 0px;"><span style="position: absolute; clip: rect(3.344em, 1000.21em, 4.154em, -999.997em); top: -3.997em; left: 0em;"><span class="mi" id="MathJax-Span-106" style="font-size: 70.7%; font-family: MathJax_Math-italic;">l</span><span style="display: inline-block; width: 0px; height: 4.002em;"></span></span><span style="position: absolute; top: -3.895em; left: 0.205em;"><span class="mi" id="MathJax-Span-107" style="font-size: 50%; font-family: MathJax_Math-italic;">r</span><span style="display: inline-block; width: 0px; height: 4.002em;"></span></span></span></span><span class="msubsup" id="MathJax-Span-108"><span style="display: inline-block; position: relative; width: 0.762em; height: 0px;"><span style="position: absolute; clip: rect(3.344em, 1000.56em, 4.154em, -999.997em); top: -3.997em; left: 0em;"><span class="mi" id="MathJax-Span-109" style="font-size: 70.7%; font-family: MathJax_Math-italic;">C<span style="display: inline-block; overflow: hidden; height: 1px; width: 0.053em;"></span></span><span style="display: inline-block; width: 0px; height: 4.002em;"></span></span><span style="position: absolute; top: -3.895em; left: 0.509em;"><span class="mi" id="MathJax-Span-110" style="font-size: 50%; font-family: MathJax_Math-italic;">r</span><span style="display: inline-block; width: 0px; height: 4.002em;"></span></span></span></span><span style="display: inline-block; width: 0px; height: 4.002em;"></span></span></span></span><span style="display: inline-block; width: 0px; height: 4.002em;"></span></span><span style="position: absolute; clip: rect(3.344em, 1001.37em, 4.255em, -999.997em); top: -3.592em; left: 50%; margin-left: -0.656em;"><span class="mrow" id="MathJax-Span-111"><span style="display: inline-block; position: relative; width: 1.369em; height: 0px;"><span style="position: absolute; clip: rect(3.344em, 1001.37em, 4.255em, -999.997em); top: -3.997em; left: 0em;"><span class="msubsup" id="MathJax-Span-112"><span style="display: inline-block; position: relative; width: 0.61em; height: 0px;"><span style="position: absolute; clip: rect(3.344em, 1000.36em, 4.154em, -999.997em); top: -3.997em; left: 0em;"><span class="mi" id="MathJax-Span-113" style="font-size: 70.7%; font-family: MathJax_Math-italic;">I<span style="display: inline-block; overflow: hidden; height: 1px; width: 0.053em;"></span></span><span style="display: inline-block; width: 0px; height: 4.002em;"></span></span><span style="position: absolute; top: -3.895em; left: 0.306em;"><span class="mi" id="MathJax-Span-114" style="font-size: 50%; font-family: MathJax_Math-italic;">z<span style="display: inline-block; overflow: hidden; height: 1px; width: 0.003em;"></span></span><span style="display: inline-block; width: 0px; height: 4.002em;"></span></span></span></span><span class="msubsup" id="MathJax-Span-115"><span style="display: inline-block; position: relative; width: 0.762em; height: 0px;"><span style="position: absolute; clip: rect(3.344em, 1000.56em, 4.154em, -999.997em); top: -3.997em; left: 0em;"><span class="mi" id="MathJax-Span-116" style="font-size: 70.7%; font-family: MathJax_Math-italic;">V<span style="display: inline-block; overflow: hidden; height: 1px; width: 0.154em;"></span></span><span style="display: inline-block; width: 0px; height: 4.002em;"></span></span><span style="position: absolute; top: -3.895em; left: 0.408em;"><span class="mi" id="MathJax-Span-117" style="font-size: 50%; font-family: MathJax_Math-italic;">x</span><span style="display: inline-block; width: 0px; height: 4.002em;"></span></span></span></span><span style="display: inline-block; width: 0px; height: 4.002em;"></span></span></span></span><span style="display: inline-block; width: 0px; height: 4.002em;"></span></span><span style="position: absolute; clip: rect(0.863em, 1004em, 1.217em, -999.997em); top: -1.263em; left: 0em;"><span style="display: inline-block; overflow: hidden; vertical-align: 0em; border-top: 1.3px solid; width: 4.002em; height: 0px;"></span><span style="display: inline-block; width: 0px; height: 1.066em;"></span></span></span></span><span style="display: inline-block; width: 0px; height: 4.002em;"></span></span></span></span></span><span style="display: inline-block; width: 0px; height: 4.002em;"></span></span></span><span style="display: inline-block; width: 0px; height: 6.229em;"></span></span><span style="position: absolute; clip: rect(2.736em, 1000.46em, 7.343em, -999.997em); top: -5.313em; left: 6.027em;"><span style="display: inline-block; position: relative; width: 0.509em; height: 0px;"><span style="position: absolute; width: 100%; clip: rect(3.192em, 1000.46em, 4.154em, -999.997em); top: -5.768em; left: 0em;"><span class="mtd" id="MathJax-Span-48"><span class="mrow" id="MathJax-Span-49"><span style="display: inline-block; position: relative; width: 100%; height: 0px;"><span style="position: absolute; clip: rect(3.192em, 1000.46em, 4.154em, -999.997em); top: -3.997em; left: 50%; margin-left: -0.251em;"><span class="mn" id="MathJax-Span-50" style="font-family: MathJax_Main;">0</span><span style="display: inline-block; width: 0px; height: 4.002em;"></span></span></span></span></span><span style="display: inline-block; width: 0px; height: 4.002em;"></span></span><span style="position: absolute; width: 100%; clip: rect(3.192em, 1000.46em, 4.154em, -999.997em); top: -4.047em; left: 0em;"><span class="mtd" id="MathJax-Span-85"><span class="mrow" id="MathJax-Span-86"><span style="display: inline-block; position: relative; width: 100%; height: 0px;"><span style="position: absolute; clip: rect(3.192em, 1000.46em, 4.154em, -999.997em); top: -3.997em; left: 50%; margin-left: -0.251em;"><span class="mn" id="MathJax-Span-87" style="font-family: MathJax_Main;">0</span><span style="display: inline-block; width: 0px; height: 4.002em;"></span></span></span></span></span><span style="display: inline-block; width: 0px; height: 4.002em;"></span></span><span style="position: absolute; width: 100%; clip: rect(3.192em, 1000.46em, 4.154em, -999.997em); top: -2.124em; left: 0em;"><span class="mtd" id="MathJax-Span-118"><span class="mrow" id="MathJax-Span-119"><span style="display: inline-block; position: relative; width: 100%; height: 0px;"><span style="position: absolute; clip: rect(3.192em, 1000.46em, 4.154em, -999.997em); top: -3.997em; left: 50%; margin-left: -0.251em;"><span class="mn" id="MathJax-Span-120" style="font-family: MathJax_Main;">0</span><span style="display: inline-block; width: 0px; height: 4.002em;"></span></span></span></span></span><span style="display: inline-block; width: 0px; height: 4.002em;"></span></span></span><span style="display: inline-block; width: 0px; height: 5.318em;"></span></span><span style="position: absolute; clip: rect(3.192em, 1008em, 8.76em, -999.997em); top: -6.224em; left: 7.545em;"><span style="display: inline-block; position: relative; width: 8.052em; height: 0px;"><span style="position: absolute; width: 100%; clip: rect(2.736em, 1008em, 4.66em, -999.997em); top: -5.768em; left: 0em;"><span class="mtd" id="MathJax-Span-51"><span class="mrow" id="MathJax-Span-52"><span style="display: inline-block; position: relative; width: 100%; height: 0px;"><span style="position: absolute; clip: rect(2.736em, 1008em, 4.66em, -999.997em); top: -3.997em; left: 50%; margin-left: -4.047em;"><span class="mo" id="MathJax-Span-53" style="font-family: MathJax_Main;">−</span><span class="mo" id="MathJax-Span-54" style="font-family: MathJax_Main;">(</span><span class="msubsup" id="MathJax-Span-55"><span style="display: inline-block; position: relative; width: 1.066em; height: 0px;"><span style="position: absolute; clip: rect(3.192em, 1000.76em, 4.154em, -999.997em); top: -3.997em; left: 0em;"><span class="mi" id="MathJax-Span-56" style="font-family: MathJax_Math-italic;">V<span style="display: inline-block; overflow: hidden; height: 1px; width: 0.205em;"></span></span><span style="display: inline-block; width: 0px; height: 4.002em;"></span></span><span style="position: absolute; top: -3.845em; left: 0.61em;"><span class="mi" id="MathJax-Span-57" style="font-size: 70.7%; font-family: MathJax_Math-italic;">x</span><span style="display: inline-block; width: 0px; height: 4.002em;"></span></span></span></span><span class="mo" id="MathJax-Span-58" style="font-family: MathJax_Main; padding-left: 0.205em;">+</span><span class="mfrac" id="MathJax-Span-59" style="padding-left: 0.205em;"><span style="display: inline-block; position: relative; width: 4.002em; height: 0px; margin-right: 0.104em; margin-left: 0.104em;"><span style="position: absolute; clip: rect(3.344em, 1003.9em, 4.356em, -999.997em); top: -4.604em; left: 50%; margin-left: -1.972em;"><span class="mrow" id="MathJax-Span-60"><span style="display: inline-block; position: relative; width: 3.9em; height: 0px;"><span style="position: absolute; clip: rect(3.344em, 1003.9em, 4.356em, -999.997em); top: -3.997em; left: 0em;"><span class="mn" id="MathJax-Span-61" style="font-size: 70.7%; font-family: MathJax_Main;">2</span><span class="msubsup" id="MathJax-Span-62"><span style="display: inline-block; position: relative; width: 0.812em; height: 0px;"><span style="position: absolute; clip: rect(3.344em, 1000.56em, 4.154em, -999.997em); top: -3.997em; left: 0em;"><span class="mi" id="MathJax-Span-63" style="font-size: 70.7%; font-family: MathJax_Math-italic;">C<span style="display: inline-block; overflow: hidden; height: 1px; width: 0.053em;"></span></span><span style="display: inline-block; width: 0px; height: 4.002em;"></span></span><span style="position: absolute; top: -3.895em; left: 0.509em;"><span class="mi" id="MathJax-Span-64" style="font-size: 50%; font-family: MathJax_Math-italic;">f<span style="display: inline-block; overflow: hidden; height: 1px; width: 0.053em;"></span></span><span style="display: inline-block; width: 0px; height: 4.002em;"></span></span></span></span><span class="msubsup" id="MathJax-Span-65"><span style="display: inline-block; position: relative; width: 0.559em; height: 0px;"><span style="position: absolute; clip: rect(3.344em, 1000.21em, 4.154em, -999.997em); top: -3.997em; left: 0em;"><span class="mi" id="MathJax-Span-66" style="font-size: 70.7%; font-family: MathJax_Math-italic;">l</span><span style="display: inline-block; width: 0px; height: 4.002em;"></span></span><span style="position: absolute; top: -3.895em; left: 0.205em;"><span class="mi" id="MathJax-Span-67" style="font-size: 50%; font-family: MathJax_Math-italic;">f<span style="display: inline-block; overflow: hidden; height: 1px; width: 0.053em;"></span></span><span style="display: inline-block; width: 0px; height: 4.002em;"></span></span></span></span><span class="mo" id="MathJax-Span-68" style="font-size: 70.7%; font-family: MathJax_Main;">−</span><span class="mn" id="MathJax-Span-69" style="font-size: 70.7%; font-family: MathJax_Main;">2</span><span class="msubsup" id="MathJax-Span-70"><span style="display: inline-block; position: relative; width: 0.762em; height: 0px;"><span style="position: absolute; clip: rect(3.344em, 1000.56em, 4.154em, -999.997em); top: -3.997em; left: 0em;"><span class="mi" id="MathJax-Span-71" style="font-size: 70.7%; font-family: MathJax_Math-italic;">C<span style="display: inline-block; overflow: hidden; height: 1px; width: 0.053em;"></span></span><span style="display: inline-block; width: 0px; height: 4.002em;"></span></span><span style="position: absolute; top: -3.895em; left: 0.509em;"><span class="mi" id="MathJax-Span-72" style="font-size: 50%; font-family: MathJax_Math-italic;">r</span><span style="display: inline-block; width: 0px; height: 4.002em;"></span></span></span></span><span class="msubsup" id="MathJax-Span-73"><span style="display: inline-block; position: relative; width: 0.509em; height: 0px;"><span style="position: absolute; clip: rect(3.344em, 1000.21em, 4.154em, -999.997em); top: -3.997em; left: 0em;"><span class="mi" id="MathJax-Span-74" style="font-size: 70.7%; font-family: MathJax_Math-italic;">l</span><span style="display: inline-block; width: 0px; height: 4.002em;"></span></span><span style="position: absolute; top: -3.895em; left: 0.205em;"><span class="mi" id="MathJax-Span-75" style="font-size: 50%; font-family: MathJax_Math-italic;">r</span><span style="display: inline-block; width: 0px; height: 4.002em;"></span></span></span></span><span style="display: inline-block; width: 0px; height: 4.002em;"></span></span></span></span><span style="display: inline-block; width: 0px; height: 4.002em;"></span></span><span style="position: absolute; clip: rect(3.344em, 1001.37em, 4.255em, -999.997em); top: -3.592em; left: 50%; margin-left: -0.706em;"><span class="mrow" id="MathJax-Span-76"><span style="display: inline-block; position: relative; width: 1.369em; height: 0px;"><span style="position: absolute; clip: rect(3.344em, 1001.37em, 4.255em, -999.997em); top: -3.997em; left: 0em;"><span class="mi" id="MathJax-Span-77" style="font-size: 70.7%; font-family: MathJax_Math-italic;">m</span><span class="msubsup" id="MathJax-Span-78"><span style="display: inline-block; position: relative; width: 0.762em; height: 0px;"><span style="position: absolute; clip: rect(3.344em, 1000.56em, 4.154em, -999.997em); top: -3.997em; left: 0em;"><span class="mi" id="MathJax-Span-79" style="font-size: 70.7%; font-family: MathJax_Math-italic;">V<span style="display: inline-block; overflow: hidden; height: 1px; width: 0.154em;"></span></span><span style="display: inline-block; width: 0px; height: 4.002em;"></span></span><span style="position: absolute; top: -3.895em; left: 0.408em;"><span class="mi" id="MathJax-Span-80" style="font-size: 50%; font-family: MathJax_Math-italic;">x</span><span style="display: inline-block; width: 0px; height: 4.002em;"></span></span></span></span><span style="display: inline-block; width: 0px; height: 4.002em;"></span></span></span></span><span style="display: inline-block; width: 0px; height: 4.002em;"></span></span><span style="position: absolute; clip: rect(0.863em, 1004em, 1.217em, -999.997em); top: -1.263em; left: 0em;"><span style="display: inline-block; overflow: hidden; vertical-align: 0em; border-top: 1.3px solid; width: 4.002em; height: 0px;"></span><span style="display: inline-block; width: 0px; height: 1.066em;"></span></span></span></span><span class="mo" id="MathJax-Span-81" style="font-family: MathJax_Main;">)</span><span style="display: inline-block; width: 0px; height: 4.002em;"></span></span></span></span></span><span style="display: inline-block; width: 0px; height: 4.002em;"></span></span><span style="position: absolute; width: 100%; clip: rect(3.192em, 1000.41em, 4.154em, -999.997em); top: -4.047em; left: 0em;"><span class="mtd" id="MathJax-Span-88"><span class="mrow" id="MathJax-Span-89"><span style="display: inline-block; position: relative; width: 100%; height: 0px;"><span style="position: absolute; clip: rect(3.192em, 1000.41em, 4.154em, -999.997em); top: -3.997em; left: 50%; margin-left: -0.251em;"><span class="mn" id="MathJax-Span-90" style="font-family: MathJax_Main;">1</span><span style="display: inline-block; width: 0px; height: 4.002em;"></span></span></span></span></span><span style="display: inline-block; width: 0px; height: 4.002em;"></span></span><span style="position: absolute; width: 100%; clip: rect(2.534em, 1005.07em, 4.66em, -999.997em); top: -2.124em; left: 0em;"><span class="mtd" id="MathJax-Span-121"><span class="mrow" id="MathJax-Span-122"><span style="display: inline-block; position: relative; width: 100%; height: 0px;"><span style="position: absolute; clip: rect(2.534em, 1005.07em, 4.66em, -999.997em); top: -3.997em; left: 50%; margin-left: -2.529em;"><span class="mo" id="MathJax-Span-123" style="font-family: MathJax_Main;">−</span><span class="mfrac" id="MathJax-Span-124"><span style="display: inline-block; position: relative; width: 4.052em; height: 0px; margin-right: 0.104em; margin-left: 0.104em;"><span style="position: absolute; clip: rect(3.242em, 1003.95em, 4.457em, -999.997em); top: -4.705em; left: 50%; margin-left: -1.972em;"><span class="mrow" id="MathJax-Span-125"><span style="display: inline-block; position: relative; width: 3.951em; height: 0px;"><span style="position: absolute; clip: rect(3.242em, 1003.95em, 4.457em, -999.997em); top: -3.997em; left: 0em;"><span class="mn" id="MathJax-Span-126" style="font-size: 70.7%; font-family: MathJax_Main;">2</span><span class="msubsup" id="MathJax-Span-127"><span style="display: inline-block; position: relative; width: 0.559em; height: 0px;"><span style="position: absolute; clip: rect(3.344em, 1000.21em, 4.154em, -999.997em); top: -3.997em; left: 0em;"><span class="mi" id="MathJax-Span-128" style="font-size: 70.7%; font-family: MathJax_Math-italic;">l</span><span style="display: inline-block; width: 0px; height: 4.002em;"></span></span><span style="position: absolute; clip: rect(3.495em, 1000.31em, 4.154em, -999.997em); top: -4.3em; left: 0.205em;"><span class="mn" id="MathJax-Span-129" style="font-size: 50%; font-family: MathJax_Main;">2</span><span style="display: inline-block; width: 0px; height: 4.002em;"></span></span><span style="position: absolute; clip: rect(3.495em, 1000.31em, 4.255em, -999.997em); top: -3.794em; left: 0.205em;"><span class="mi" id="MathJax-Span-130" style="font-size: 50%; font-family: MathJax_Math-italic;">f<span style="display: inline-block; overflow: hidden; height: 1px; width: 0.053em;"></span></span><span style="display: inline-block; width: 0px; height: 4.002em;"></span></span></span></span><span class="msubsup" id="MathJax-Span-131"><span style="display: inline-block; position: relative; width: 0.812em; height: 0px;"><span style="position: absolute; clip: rect(3.344em, 1000.56em, 4.154em, -999.997em); top: -3.997em; left: 0em;"><span class="mi" id="MathJax-Span-132" style="font-size: 70.7%; font-family: MathJax_Math-italic;">C<span style="display: inline-block; overflow: hidden; height: 1px; width: 0.053em;"></span></span><span style="display: inline-block; width: 0px; height: 4.002em;"></span></span><span style="position: absolute; top: -3.895em; left: 0.509em;"><span class="mi" id="MathJax-Span-133" style="font-size: 50%; font-family: MathJax_Math-italic;">f<span style="display: inline-block; overflow: hidden; height: 1px; width: 0.053em;"></span></span><span style="display: inline-block; width: 0px; height: 4.002em;"></span></span></span></span><span class="mo" id="MathJax-Span-134" style="font-size: 70.7%; font-family: MathJax_Main;">+</span><span class="mn" id="MathJax-Span-135" style="font-size: 70.7%; font-family: MathJax_Main;">2</span><span class="msubsup" id="MathJax-Span-136"><span style="display: inline-block; position: relative; width: 0.509em; height: 0px;"><span style="position: absolute; clip: rect(3.344em, 1000.21em, 4.154em, -999.997em); top: -3.997em; left: 0em;"><span class="mi" id="MathJax-Span-137" style="font-size: 70.7%; font-family: MathJax_Math-italic;">l</span><span style="display: inline-block; width: 0px; height: 4.002em;"></span></span><span style="position: absolute; clip: rect(3.495em, 1000.31em, 4.154em, -999.997em); top: -4.3em; left: 0.205em;"><span class="mn" id="MathJax-Span-138" style="font-size: 50%; font-family: MathJax_Main;">2</span><span style="display: inline-block; width: 0px; height: 4.002em;"></span></span><span style="position: absolute; clip: rect(3.647em, 1000.31em, 4.154em, -999.997em); top: -3.845em; left: 0.205em;"><span class="mi" id="MathJax-Span-139" style="font-size: 50%; font-family: MathJax_Math-italic;">r</span><span style="display: inline-block; width: 0px; height: 4.002em;"></span></span></span></span><span class="msubsup" id="MathJax-Span-140"><span style="display: inline-block; position: relative; width: 0.762em; height: 0px;"><span style="position: absolute; clip: rect(3.344em, 1000.56em, 4.154em, -999.997em); top: -3.997em; left: 0em;"><span class="mi" id="MathJax-Span-141" style="font-size: 70.7%; font-family: MathJax_Math-italic;">C<span style="display: inline-block; overflow: hidden; height: 1px; width: 0.053em;"></span></span><span style="display: inline-block; width: 0px; height: 4.002em;"></span></span><span style="position: absolute; top: -3.895em; left: 0.509em;"><span class="mi" id="MathJax-Span-142" style="font-size: 50%; font-family: MathJax_Math-italic;">r</span><span style="display: inline-block; width: 0px; height: 4.002em;"></span></span></span></span><span style="display: inline-block; width: 0px; height: 4.002em;"></span></span></span></span><span style="display: inline-block; width: 0px; height: 4.002em;"></span></span><span style="position: absolute; clip: rect(3.344em, 1001.37em, 4.255em, -999.997em); top: -3.592em; left: 50%; margin-left: -0.656em;"><span class="mrow" id="MathJax-Span-143"><span style="display: inline-block; position: relative; width: 1.369em; height: 0px;"><span style="position: absolute; clip: rect(3.344em, 1001.37em, 4.255em, -999.997em); top: -3.997em; left: 0em;"><span class="msubsup" id="MathJax-Span-144"><span style="display: inline-block; position: relative; width: 0.61em; height: 0px;"><span style="position: absolute; clip: rect(3.344em, 1000.36em, 4.154em, -999.997em); top: -3.997em; left: 0em;"><span class="mi" id="MathJax-Span-145" style="font-size: 70.7%; font-family: MathJax_Math-italic;">I<span style="display: inline-block; overflow: hidden; height: 1px; width: 0.053em;"></span></span><span style="display: inline-block; width: 0px; height: 4.002em;"></span></span><span style="position: absolute; top: -3.895em; left: 0.306em;"><span class="mi" id="MathJax-Span-146" style="font-size: 50%; font-family: MathJax_Math-italic;">z<span style="display: inline-block; overflow: hidden; height: 1px; width: 0.003em;"></span></span><span style="display: inline-block; width: 0px; height: 4.002em;"></span></span></span></span><span class="msubsup" id="MathJax-Span-147"><span style="display: inline-block; position: relative; width: 0.762em; height: 0px;"><span style="position: absolute; clip: rect(3.344em, 1000.56em, 4.154em, -999.997em); top: -3.997em; left: 0em;"><span class="mi" id="MathJax-Span-148" style="font-size: 70.7%; font-family: MathJax_Math-italic;">V<span style="display: inline-block; overflow: hidden; height: 1px; width: 0.154em;"></span></span><span style="display: inline-block; width: 0px; height: 4.002em;"></span></span><span style="position: absolute; top: -3.895em; left: 0.408em;"><span class="mi" id="MathJax-Span-149" style="font-size: 50%; font-family: MathJax_Math-italic;">x</span><span style="display: inline-block; width: 0px; height: 4.002em;"></span></span></span></span><span style="display: inline-block; width: 0px; height: 4.002em;"></span></span></span></span><span style="display: inline-block; width: 0px; height: 4.002em;"></span></span><span style="position: absolute; clip: rect(0.863em, 1004.05em, 1.217em, -999.997em); top: -1.263em; left: 0em;"><span style="display: inline-block; overflow: hidden; vertical-align: 0em; border-top: 1.3px solid; width: 4.052em; height: 0px;"></span><span style="display: inline-block; width: 0px; height: 1.066em;"></span></span></span></span><span style="display: inline-block; width: 0px; height: 4.002em;"></span></span></span></span></span><span style="display: inline-block; width: 0px; height: 4.002em;"></span></span></span><span style="display: inline-block; width: 0px; height: 6.229em;"></span></span></span></span><span class="mo" id="MathJax-Span-150" style="vertical-align: 2.888em;"><span style="display: inline-block; position: relative; width: 0.661em; height: 0px;"><span style="position: absolute; font-family: MathJax_Size4; top: -2.832em; left: 0em;">⎤<span style="display: inline-block; width: 0px; height: 4.002em;"></span></span><span style="position: absolute; font-family: MathJax_Size4; top: 0.61em; left: 0em;">⎦<span style="display: inline-block; width: 0px; height: 4.002em;"></span></span><span style="font-family: MathJax_Size4; position: absolute; top: -1.617em; left: 0em;">⎥<span style="display: inline-block; width: 0px; height: 4.002em;"></span></span><span style="font-family: MathJax_Size4; position: absolute; top: -1.061em; left: 0em;">⎥<span style="display: inline-block; width: 0px; height: 4.002em;"></span></span><span style="font-family: MathJax_Size4; position: absolute; top: -0.504em; left: 0em;">⎥<span style="display: inline-block; width: 0px; height: 4.002em;"></span></span></span></span></span><span style="display: inline-block; width: 0px; height: 6.229em;"></span></span></span></span><span style="display: inline-block; width: 0px; height: 6.229em;"></span></span></span><span style="display: inline-block; overflow: hidden; vertical-align: -2.476em; border-left: 0px solid; width: 0px; height: 5.424em;"></span></span></nobr><span class="MJX_Assistive_MathML MJX_Assistive_MathML_Block" role="presentation"><math xmlns="http://www.w3.org/1998/Math/MathML" display="block"><mrow><mo>[</mo><mtable rowspacing="4pt" columnspacing="1em"><mtr><mtd><mo>−</mo><mfrac><mrow><mn>2</mn><msub><mi>C</mi><mi>f</mi></msub><mo>+</mo><mn>2</mn><msub><mi>C</mi><mi>r</mi></msub></mrow><mrow><mi>m</mi><msub><mi>V</mi><mi>x</mi></msub></mrow></mfrac></mtd><mtd><mn>0</mn></mtd><mtd><mo>−</mo><mo stretchy="false">(</mo><msub><mi>V</mi><mi>x</mi></msub><mo>+</mo><mfrac><mrow><mn>2</mn><msub><mi>C</mi><mi>f</mi></msub><msub><mi>l</mi><mi>f</mi></msub><mo>−</mo><mn>2</mn><msub><mi>C</mi><mi>r</mi></msub><msub><mi>l</mi><mi>r</mi></msub></mrow><mrow><mi>m</mi><msub><mi>V</mi><mi>x</mi></msub></mrow></mfrac><mo stretchy="false">)</mo></mtd></mtr><mtr><mtd><mn>0</mn></mtd><mtd><mn>0</mn></mtd><mtd><mn>1</mn></mtd></mtr><mtr><mtd><mo>−</mo><mfrac><mrow><mn>2</mn><msub><mi>l</mi><mi>f</mi></msub><msub><mi>C</mi><mi>f</mi></msub><mo>−</mo><mn>2</mn><msub><mi>l</mi><mi>r</mi></msub><msub><mi>C</mi><mi>r</mi></msub></mrow><mrow><msub><mi>I</mi><mi>z</mi></msub><msub><mi>V</mi><mi>x</mi></msub></mrow></mfrac></mtd><mtd><mn>0</mn></mtd><mtd><mo>−</mo><mfrac><mrow><mn>2</mn><msubsup><mi>l</mi><mi>f</mi><mn>2</mn></msubsup><msub><mi>C</mi><mi>f</mi></msub><mo>+</mo><mn>2</mn><msubsup><mi>l</mi><mi>r</mi><mn>2</mn></msubsup><msub><mi>C</mi><mi>r</mi></msub></mrow><mrow><msub><mi>I</mi><mi>z</mi></msub><msub><mi>V</mi><mi>x</mi></msub></mrow></mfrac></mtd></mtr></mtable><mo>]</mo></mrow></math></span></span></div><script type="math/tex; mode=display" id="MathJax-Element-2">\begin{bmatrix} -\frac{2C_f+2C_r}{mV_x} & 0 & -(V_x+\frac{2C_fl_f-2C_rl_r}{mV_x}) \\ 0 & 0 & 1\\ -\frac{2l_fC_f-2l_rC_r}{I_z V_x} & 0 & - \frac{2l_f^2C_f+2l_r^2C_r}{I_zV_x} \end{bmatrix}</script> <span class="MathJax_Preview" style="color: inherit; display: none;"></span><div class="MathJax_Display"><span class="MathJax MathJax_FullWidth" id="MathJax-Element-3-Frame" tabindex="0" style="position: relative;" data-mathml="<math xmlns=&quot;http://www.w3.org/1998/Math/MathML&quot; display=&quot;block&quot;><mrow><mo>[</mo><mtable rowspacing=&quot;4pt&quot; columnspacing=&quot;1em&quot;><mtr><mtd><mrow class=&quot;MJX-TeXAtom-ORD&quot;><mover><mi>y</mi><mo>&amp;#x02D9;</mo></mover></mrow></mtd></mtr><mtr><mtd><mi>&amp;#x03C8;</mi></mtd></mtr><mtr><mtd><mrow class=&quot;MJX-TeXAtom-ORD&quot;><mover><mi>&amp;#x03C8;</mi><mo>&amp;#x02D9;</mo></mover></mrow></mtd></mtr></mtable><mo>]</mo></mrow></math>" role="presentation"><nobr aria-hidden="true"><span class="math" id="MathJax-Span-151" style="width: 100%; display: inline-block; min-width: 2.382em;"><span style="display: inline-block; position: relative; width: 100%; height: 0px; font-size: 102%;"><span style="position: absolute; clip: rect(2.584em, 1002.03em, 6.837em, -999.997em); top: -4.958em; left: 0em; width: 100%;"><span class="mrow" id="MathJax-Span-152"><span style="display: inline-block; position: relative; width: 100%; height: 0px;"><span style="position: absolute; clip: rect(2.584em, 1002.03em, 6.837em, -999.997em); top: -4.958em; left: 50%; margin-left: -1.162em;"><span class="mrow" id="MathJax-Span-153"><span class="mo" id="MathJax-Span-154" style="vertical-align: 2.23em;"><span style="display: inline-block; position: relative; width: 0.661em; height: 0px;"><span style="position: absolute; font-family: MathJax_Size4; top: -2.832em; left: 0em;">⎡<span style="display: inline-block; width: 0px; height: 4.002em;"></span></span><span style="position: absolute; font-family: MathJax_Size4; top: -0.706em; left: 0em;">⎣<span style="display: inline-block; width: 0px; height: 4.002em;"></span></span><span style="font-family: MathJax_Size4; position: absolute; top: -1.719em; left: 0em;">⎢<span style="display: inline-block; width: 0px; height: 4.002em;"></span></span></span></span><span class="mtable" id="MathJax-Span-155" style="padding-right: 0.154em; padding-left: 0.154em;"><span style="display: inline-block; position: relative; width: 0.711em; height: 0px;"><span style="position: absolute; clip: rect(2.584em, 1000.66em, 6.735em, -999.997em); top: -4.857em; left: 0em;"><span style="display: inline-block; position: relative; width: 0.711em; height: 0px;"><span style="position: absolute; width: 100%; clip: rect(3.141em, 1000.51em, 4.356em, -999.997em); top: -5.414em; left: 0em;"><span class="mtd" id="MathJax-Span-156"><span class="mrow" id="MathJax-Span-157"><span style="display: inline-block; position: relative; width: 100%; height: 0px;"><span style="position: absolute; clip: rect(3.141em, 1000.51em, 4.356em, -999.997em); top: -3.997em; left: 50%; margin-left: -0.301em;"><span class="texatom" id="MathJax-Span-158"><span class="mrow" id="MathJax-Span-159"><span style="display: inline-block; position: relative; width: 0.61em; height: 0px;"><span style="position: absolute; clip: rect(3.141em, 1000.51em, 4.356em, -999.997em); top: -3.997em; left: 0em;"><span class="munderover" id="MathJax-Span-160"><span style="display: inline-block; position: relative; width: 0.61em; height: 0px;"><span style="position: absolute; clip: rect(3.394em, 1000.51em, 4.356em, -999.997em); top: -3.997em; left: 0.003em;"><span class="mi" id="MathJax-Span-161" style="font-family: MathJax_Math-italic;">y<span style="display: inline-block; overflow: hidden; height: 1px; width: 0.003em;"></span></span><span style="display: inline-block; width: 0px; height: 4.002em;"></span></span><span style="position: absolute; clip: rect(3.192em, 1000.31em, 3.597em, -999.997em); top: -3.997em; left: 0.104em;"><span class="mo" id="MathJax-Span-162" style="font-family: MathJax_Main;">˙</span><span style="display: inline-block; width: 0px; height: 4.002em;"></span></span></span></span><span style="display: inline-block; width: 0px; height: 4.002em;"></span></span></span></span></span><span style="display: inline-block; width: 0px; height: 4.002em;"></span></span></span></span></span><span style="display: inline-block; width: 0px; height: 4.002em;"></span></span><span style="position: absolute; width: 100%; clip: rect(3.141em, 1000.66em, 4.356em, -999.997em); top: -3.997em; left: 0em;"><span class="mtd" id="MathJax-Span-163"><span class="mrow" id="MathJax-Span-164"><span style="display: inline-block; position: relative; width: 100%; height: 0px;"><span style="position: absolute; clip: rect(3.141em, 1000.66em, 4.356em, -999.997em); top: -3.997em; left: 50%; margin-left: -0.301em;"><span class="mi" id="MathJax-Span-165" style="font-family: MathJax_Math-italic;">ψ</span><span style="display: inline-block; width: 0px; height: 4.002em;"></span></span></span></span></span><span style="display: inline-block; width: 0px; height: 4.002em;"></span></span><span style="position: absolute; width: 100%; clip: rect(2.888em, 1000.66em, 4.356em, -999.997em); top: -2.478em; left: 0em;"><span class="mtd" id="MathJax-Span-166"><span class="mrow" id="MathJax-Span-167"><span style="display: inline-block; position: relative; width: 100%; height: 0px;"><span style="position: absolute; clip: rect(2.888em, 1000.66em, 4.356em, -999.997em); top: -3.997em; left: 50%; margin-left: -0.352em;"><span class="texatom" id="MathJax-Span-168"><span class="mrow" id="MathJax-Span-169"><span style="display: inline-block; position: relative; width: 0.711em; height: 0px;"><span style="position: absolute; clip: rect(2.888em, 1000.66em, 4.356em, -999.997em); top: -3.997em; left: 0em;"><span class="munderover" id="MathJax-Span-170"><span style="display: inline-block; position: relative; width: 0.711em; height: 0px;"><span style="position: absolute; clip: rect(3.141em, 1000.66em, 4.356em, -999.997em); top: -3.997em; left: 0em;"><span class="mi" id="MathJax-Span-171" style="font-family: MathJax_Math-italic;">ψ</span><span style="display: inline-block; width: 0px; height: 4.002em;"></span></span><span style="position: absolute; clip: rect(3.192em, 1000.31em, 3.597em, -999.997em); top: -4.25em; left: 0.205em;"><span class="mo" id="MathJax-Span-172" style="font-family: MathJax_Main;">˙</span><span style="display: inline-block; width: 0px; height: 4.002em;"></span></span></span></span><span style="display: inline-block; width: 0px; height: 4.002em;"></span></span></span></span></span><span style="display: inline-block; width: 0px; height: 4.002em;"></span></span></span></span></span><span style="display: inline-block; width: 0px; height: 4.002em;"></span></span></span><span style="display: inline-block; width: 0px; height: 4.862em;"></span></span></span></span><span class="mo" id="MathJax-Span-173" style="vertical-align: 2.23em;"><span style="display: inline-block; position: relative; width: 0.661em; height: 0px;"><span style="position: absolute; font-family: MathJax_Size4; top: -2.832em; left: 0em;">⎤<span style="display: inline-block; width: 0px; height: 4.002em;"></span></span><span style="position: absolute; font-family: MathJax_Size4; top: -0.706em; left: 0em;">⎦<span style="display: inline-block; width: 0px; height: 4.002em;"></span></span><span style="font-family: MathJax_Size4; position: absolute; top: -1.719em; left: 0em;">⎥<span style="display: inline-block; width: 0px; height: 4.002em;"></span></span></span></span></span><span style="display: inline-block; width: 0px; height: 4.964em;"></span></span></span></span><span style="display: inline-block; width: 0px; height: 4.964em;"></span></span></span><span style="display: inline-block; overflow: hidden; vertical-align: -1.805em; border-left: 0px solid; width: 0px; height: 4.133em;"></span></span></nobr><span class="MJX_Assistive_MathML MJX_Assistive_MathML_Block" role="presentation"><math xmlns="http://www.w3.org/1998/Math/MathML" display="block"><mrow><mo>[</mo><mtable rowspacing="4pt" columnspacing="1em"><mtr><mtd><mrow class="MJX-TeXAtom-ORD"><mover><mi>y</mi><mo>˙</mo></mover></mrow></mtd></mtr><mtr><mtd><mi>ψ</mi></mtd></mtr><mtr><mtd><mrow class="MJX-TeXAtom-ORD"><mover><mi>ψ</mi><mo>˙</mo></mover></mrow></mtd></mtr></mtable><mo>]</mo></mrow></math></span></span></div><script type="math/tex; mode=display" id="MathJax-Element-3">\begin{bmatrix} \dot{y} \\ \psi \\ \dot{\psi} \end{bmatrix}</script> + <span class="MathJax_Preview" style="color: inherit; display: none;"></span><div class="MathJax_Display"><span class="MathJax MathJax_FullWidth" id="MathJax-Element-4-Frame" tabindex="0" style="position: relative;" data-mathml="<math xmlns=&quot;http://www.w3.org/1998/Math/MathML&quot; display=&quot;block&quot;><mrow><mo>[</mo><mtable rowspacing=&quot;4pt&quot; columnspacing=&quot;1em&quot;><mtr><mtd><mn>2</mn><mfrac><msub><mi>C</mi><mi>f</mi></msub><mi>m</mi></mfrac></mtd></mtr><mtr><mtd><mn>0</mn></mtd></mtr><mtr><mtd><mfrac><mrow><mn>2</mn><msub><mi>l</mi><mi>f</mi></msub><msub><mi>C</mi><mi>f</mi></msub></mrow><msub><mi>I</mi><mi>z</mi></msub></mfrac></mtd></mtr></mtable><mo>]</mo></mrow></math>" role="presentation"><nobr aria-hidden="true"><span class="math" id="MathJax-Span-174" style="width: 100%; display: inline-block; min-width: 3.85em;"><span style="display: inline-block; position: relative; width: 100%; height: 0px; font-size: 102%;"><span style="position: absolute; clip: rect(3.04em, 1003.39em, 8.203em, -999.997em); top: -5.87em; left: 0em; width: 100%;"><span class="mrow" id="MathJax-Span-175"><span style="display: inline-block; position: relative; width: 100%; height: 0px;"><span style="position: absolute; clip: rect(3.04em, 1003.39em, 8.203em, -999.997em); top: -5.87em; left: 50%; margin-left: -1.871em;"><span class="mrow" id="MathJax-Span-176"><span class="mo" id="MathJax-Span-177" style="vertical-align: 2.686em;"><span style="display: inline-block; position: relative; width: 0.661em; height: 0px;"><span style="position: absolute; font-family: MathJax_Size4; top: -2.832em; left: 0em;">⎡<span style="display: inline-block; width: 0px; height: 4.002em;"></span></span><span style="position: absolute; font-family: MathJax_Size4; top: 0.256em; left: 0em;">⎣<span style="display: inline-block; width: 0px; height: 4.002em;"></span></span><span style="font-family: MathJax_Size4; position: absolute; top: -1.719em; left: 0em;">⎢<span style="display: inline-block; width: 0px; height: 4.002em;"></span></span><span style="font-family: MathJax_Size4; position: absolute; top: -1.263em; left: 0em;">⎢<span style="display: inline-block; width: 0px; height: 4.002em;"></span></span><span style="font-family: MathJax_Size4; position: absolute; top: -0.807em; left: 0em;">⎢<span style="display: inline-block; width: 0px; height: 4.002em;"></span></span></span></span><span class="mtable" id="MathJax-Span-178" style="padding-right: 0.154em; padding-left: 0.154em;"><span style="display: inline-block; position: relative; width: 2.078em; height: 0px;"><span style="position: absolute; clip: rect(3.04em, 1002.08em, 8.203em, -999.997em); top: -5.87em; left: 0em;"><span style="display: inline-block; position: relative; width: 2.078em; height: 0px;"><span style="position: absolute; width: 100%; clip: rect(2.736em, 1001.67em, 4.508em, -999.997em); top: -5.566em; left: 0em;"><span class="mtd" id="MathJax-Span-179"><span class="mrow" id="MathJax-Span-180"><span style="display: inline-block; position: relative; width: 100%; height: 0px;"><span style="position: absolute; clip: rect(2.736em, 1001.67em, 4.508em, -999.997em); top: -3.997em; left: 50%; margin-left: -0.858em;"><span class="mn" id="MathJax-Span-181" style="font-family: MathJax_Main;">2</span><span class="mfrac" id="MathJax-Span-182"><span style="display: inline-block; position: relative; width: 0.964em; height: 0px; margin-right: 0.104em; margin-left: 0.104em;"><span style="position: absolute; clip: rect(3.344em, 1000.81em, 4.356em, -999.997em); top: -4.604em; left: 50%; margin-left: -0.402em;"><span class="msubsup" id="MathJax-Span-183"><span style="display: inline-block; position: relative; width: 0.812em; height: 0px;"><span style="position: absolute; clip: rect(3.344em, 1000.56em, 4.154em, -999.997em); top: -3.997em; left: 0em;"><span class="mi" id="MathJax-Span-184" style="font-size: 70.7%; font-family: MathJax_Math-italic;">C<span style="display: inline-block; overflow: hidden; height: 1px; width: 0.053em;"></span></span><span style="display: inline-block; width: 0px; height: 4.002em;"></span></span><span style="position: absolute; top: -3.895em; left: 0.509em;"><span class="mi" id="MathJax-Span-185" style="font-size: 50%; font-family: MathJax_Math-italic;">f<span style="display: inline-block; overflow: hidden; height: 1px; width: 0.053em;"></span></span><span style="display: inline-block; width: 0px; height: 4.002em;"></span></span></span></span><span style="display: inline-block; width: 0px; height: 4.002em;"></span></span><span style="position: absolute; clip: rect(3.546em, 1000.61em, 4.154em, -999.997em); top: -3.642em; left: 50%; margin-left: -0.301em;"><span class="mi" id="MathJax-Span-186" style="font-size: 70.7%; font-family: MathJax_Math-italic;">m</span><span style="display: inline-block; width: 0px; height: 4.002em;"></span></span><span style="position: absolute; clip: rect(0.863em, 1000.96em, 1.217em, -999.997em); top: -1.263em; left: 0em;"><span style="display: inline-block; overflow: hidden; vertical-align: 0em; border-top: 1.3px solid; width: 0.964em; height: 0px;"></span><span style="display: inline-block; width: 0px; height: 1.066em;"></span></span></span></span><span style="display: inline-block; width: 0px; height: 4.002em;"></span></span></span></span></span><span style="display: inline-block; width: 0px; height: 4.002em;"></span></span><span style="position: absolute; width: 100%; clip: rect(3.192em, 1000.46em, 4.154em, -999.997em); top: -3.997em; left: 0em;"><span class="mtd" id="MathJax-Span-187"><span class="mrow" id="MathJax-Span-188"><span style="display: inline-block; position: relative; width: 100%; height: 0px;"><span style="position: absolute; clip: rect(3.192em, 1000.46em, 4.154em, -999.997em); top: -3.997em; left: 50%; margin-left: -0.251em;"><span class="mn" id="MathJax-Span-189" style="font-family: MathJax_Main;">0</span><span style="display: inline-block; width: 0px; height: 4.002em;"></span></span></span></span></span><span style="display: inline-block; width: 0px; height: 4.002em;"></span></span><span style="position: absolute; width: 100%; clip: rect(2.736em, 1002.08em, 4.66em, -999.997em); top: -2.326em; left: 0em;"><span class="mtd" id="MathJax-Span-190"><span class="mrow" id="MathJax-Span-191"><span style="display: inline-block; position: relative; width: 100%; height: 0px;"><span style="position: absolute; clip: rect(2.736em, 1002.08em, 4.66em, -999.997em); top: -3.997em; left: 50%; margin-left: -1.061em;"><span class="mfrac" id="MathJax-Span-192"><span style="display: inline-block; position: relative; width: 1.825em; height: 0px; margin-right: 0.104em; margin-left: 0.104em;"><span style="position: absolute; clip: rect(3.344em, 1001.72em, 4.356em, -999.997em); top: -4.604em; left: 50%; margin-left: -0.858em;"><span class="mrow" id="MathJax-Span-193"><span style="display: inline-block; position: relative; width: 1.724em; height: 0px;"><span style="position: absolute; clip: rect(3.344em, 1001.72em, 4.356em, -999.997em); top: -3.997em; left: 0em;"><span class="mn" id="MathJax-Span-194" style="font-size: 70.7%; font-family: MathJax_Main;">2</span><span class="msubsup" id="MathJax-Span-195"><span style="display: inline-block; position: relative; width: 0.559em; height: 0px;"><span style="position: absolute; clip: rect(3.344em, 1000.21em, 4.154em, -999.997em); top: -3.997em; left: 0em;"><span class="mi" id="MathJax-Span-196" style="font-size: 70.7%; font-family: MathJax_Math-italic;">l</span><span style="display: inline-block; width: 0px; height: 4.002em;"></span></span><span style="position: absolute; top: -3.895em; left: 0.205em;"><span class="mi" id="MathJax-Span-197" style="font-size: 50%; font-family: MathJax_Math-italic;">f<span style="display: inline-block; overflow: hidden; height: 1px; width: 0.053em;"></span></span><span style="display: inline-block; width: 0px; height: 4.002em;"></span></span></span></span><span class="msubsup" id="MathJax-Span-198"><span style="display: inline-block; position: relative; width: 0.812em; height: 0px;"><span style="position: absolute; clip: rect(3.344em, 1000.56em, 4.154em, -999.997em); top: -3.997em; left: 0em;"><span class="mi" id="MathJax-Span-199" style="font-size: 70.7%; font-family: MathJax_Math-italic;">C<span style="display: inline-block; overflow: hidden; height: 1px; width: 0.053em;"></span></span><span style="display: inline-block; width: 0px; height: 4.002em;"></span></span><span style="position: absolute; top: -3.895em; left: 0.509em;"><span class="mi" id="MathJax-Span-200" style="font-size: 50%; font-family: MathJax_Math-italic;">f<span style="display: inline-block; overflow: hidden; height: 1px; width: 0.053em;"></span></span><span style="display: inline-block; width: 0px; height: 4.002em;"></span></span></span></span><span style="display: inline-block; width: 0px; height: 4.002em;"></span></span></span></span><span style="display: inline-block; width: 0px; height: 4.002em;"></span></span><span style="position: absolute; clip: rect(3.344em, 1000.61em, 4.255em, -999.997em); top: -3.592em; left: 50%; margin-left: -0.301em;"><span class="msubsup" id="MathJax-Span-201"><span style="display: inline-block; position: relative; width: 0.61em; height: 0px;"><span style="position: absolute; clip: rect(3.344em, 1000.36em, 4.154em, -999.997em); top: -3.997em; left: 0em;"><span class="mi" id="MathJax-Span-202" style="font-size: 70.7%; font-family: MathJax_Math-italic;">I<span style="display: inline-block; overflow: hidden; height: 1px; width: 0.053em;"></span></span><span style="display: inline-block; width: 0px; height: 4.002em;"></span></span><span style="position: absolute; top: -3.895em; left: 0.306em;"><span class="mi" id="MathJax-Span-203" style="font-size: 50%; font-family: MathJax_Math-italic;">z<span style="display: inline-block; overflow: hidden; height: 1px; width: 0.003em;"></span></span><span style="display: inline-block; width: 0px; height: 4.002em;"></span></span></span></span><span style="display: inline-block; width: 0px; height: 4.002em;"></span></span><span style="position: absolute; clip: rect(0.863em, 1001.83em, 1.217em, -999.997em); top: -1.263em; left: 0em;"><span style="display: inline-block; overflow: hidden; vertical-align: 0em; border-top: 1.3px solid; width: 1.825em; height: 0px;"></span><span style="display: inline-block; width: 0px; height: 1.066em;"></span></span></span></span><span style="display: inline-block; width: 0px; height: 4.002em;"></span></span></span></span></span><span style="display: inline-block; width: 0px; height: 4.002em;"></span></span></span><span style="display: inline-block; width: 0px; height: 5.875em;"></span></span></span></span><span class="mo" id="MathJax-Span-204" style="vertical-align: 2.686em;"><span style="display: inline-block; position: relative; width: 0.661em; height: 0px;"><span style="position: absolute; font-family: MathJax_Size4; top: -2.832em; left: 0em;">⎤<span style="display: inline-block; width: 0px; height: 4.002em;"></span></span><span style="position: absolute; font-family: MathJax_Size4; top: 0.256em; left: 0em;">⎦<span style="display: inline-block; width: 0px; height: 4.002em;"></span></span><span style="font-family: MathJax_Size4; position: absolute; top: -1.719em; left: 0em;">⎥<span style="display: inline-block; width: 0px; height: 4.002em;"></span></span><span style="font-family: MathJax_Size4; position: absolute; top: -1.263em; left: 0em;">⎥<span style="display: inline-block; width: 0px; height: 4.002em;"></span></span><span style="font-family: MathJax_Size4; position: absolute; top: -0.807em; left: 0em;">⎥<span style="display: inline-block; width: 0px; height: 4.002em;"></span></span></span></span></span><span style="display: inline-block; width: 0px; height: 5.875em;"></span></span></span></span><span style="display: inline-block; width: 0px; height: 5.875em;"></span></span></span><span style="display: inline-block; overflow: hidden; vertical-align: -2.269em; border-left: 0px solid; width: 0px; height: 5.063em;"></span></span></nobr><span class="MJX_Assistive_MathML MJX_Assistive_MathML_Block" role="presentation"><math xmlns="http://www.w3.org/1998/Math/MathML" display="block"><mrow><mo>[</mo><mtable rowspacing="4pt" columnspacing="1em"><mtr><mtd><mn>2</mn><mfrac><msub><mi>C</mi><mi>f</mi></msub><mi>m</mi></mfrac></mtd></mtr><mtr><mtd><mn>0</mn></mtd></mtr><mtr><mtd><mfrac><mrow><mn>2</mn><msub><mi>l</mi><mi>f</mi></msub><msub><mi>C</mi><mi>f</mi></msub></mrow><msub><mi>I</mi><mi>z</mi></msub></mfrac></mtd></mtr></mtable><mo>]</mo></mrow></math></span></span></div><script type="math/tex; mode=display" id="MathJax-Element-4">\begin{bmatrix} 2 \frac{C_f}{m}\\ 0 \\ \frac{2l_fC_f}{I_z} \end{bmatrix}</script> \delta 
    
   
 </span><span class="katex-html"><span class="base"><span class="strut" style="height: 0.6833em;"></span><span class="mord cjk_fallback">求得小车模型的状态空间表达式为</span><span class="mspace" style="margin-right: 0.2778em;"></span><span class="mrel">:</span><span class="mspace" style="margin-right: 2em;"></span><span class="mspace" style="margin-right: 2em;"></span><span class="mspace" style="margin-right: 2em;"></span><span class="mspace" style="margin-right: 2em;"></span><span class="mspace" style="margin-right: 2em;"></span><span class="mspace" style="margin-right: 2em;"></span><span class="mspace" style="margin-right: 2em;"></span><span class="mspace" style="margin-right: 2em;"></span><span class="mspace" style="margin-right: 2em;"></span><span class="mspace" style="margin-right: 2em;"></span><span class="mspace" style="margin-right: 2em;"></span><span class="mspace" style="margin-right: 2em;"></span></span><span class="mspace newline"></span><span class="base"><span class="strut" style="height: 3.6913em; vertical-align: -1.5957em;"></span><span class="mord"><span class="mopen nulldelimiter"></span><span class="mfrac"><span class="vlist-t vlist-t2"><span class="vlist-r"><span class="vlist" style="height: 1.3714em;"><span class="" style="top: -2.314em;"><span class="pstrut" style="height: 3em;"></span><span class="mord"><span class="mord mathnormal">d</span><span class="mord mathnormal">t</span></span></span><span class="" style="top: -3.23em;"><span class="pstrut" style="height: 3em;"></span><span class="frac-line" style="border-bottom-width: 0.04em;"></span></span><span class="" style="top: -3.677em;"><span class="pstrut" style="height: 3em;"></span><span class="mord"><span class="mord mathnormal">d</span></span></span></span><span class="vlist-s">​</span></span><span class="vlist-r"><span class="vlist" style="height: 0.686em;"><span class=""></span></span></span></span></span><span class="mclose nulldelimiter"></span></span><span class="mspace" style="margin-right: 0.1667em;"></span><span class="minner"><span class="mopen"><span class="delimsizing mult"><span class="vlist-t vlist-t2"><span class="vlist-r"><span class="vlist" style="height: 2.05em;"><span class="" style="top: -4.05em;"><span class="pstrut" style="height: 5.6em;"></span><span class="" style="width: 0.667em; height: 3.6em;"> 
          <svg width="0.667em" height="3.600em" viewBox="0 0 667 3600"> 
           <path d="M403 1759 V84 H666 V0 H319 V1759 v0 v1759 h347 v-84

H403z M403 1759 V0 H319 V1759 v0 v1759 h84z">
y˙ψψ˙


=


mVx2Cf+2Cr0IzVx2lfCf2lrCr000(Vx+mVx2Cflf2Crlr)1IzVx2lf2Cf+2lr2Cr





y˙ψψ˙


+



2mCf0Iz2lfCf


δ

正好就是Parameters中的A,B,C,D矩阵

5.2 实验过程

导入矩阵和参考轨迹参数,双击Params.mat即可:

在这里插入图片描述

需要更换参考轨迹的话,参考以下方法生成新的posRef和yawRef

打开APP->Driving Scenario designer->选择道路和参考轨迹

在这里插入图片描述

开始仿真:

在这里插入图片描述

From:https://blog.youkuaiyun.com/weixin_45696231/article/details/126116123?ops_request_misc=&request_id=&biz_id=102&utm_term=%E6%8E%A7%E5%88%B6MPC&utm_medium=distribute.pc_search_result.none-task-blog-2allsobaiduweb~default-0-126116123.142v100pc_search_result_base9&spm=1018.2226.3001.4187

### 关于Simulink Model Predictive Control Toolbox 的使用指南 #### 安装Model Predictive Control Toolbox 为了能够利用MATLAB中的Model Predictive Control (MPC)功能,需要先安装Model Predictive Control Toolbox。这可以通过MATLAB的Add-Ons浏览器完成,或者通过命令行输入`matlab.addons.install('mpctoolbox')`来实现。 #### 创建预测模型 创建一个有效的MPC控制器前,首先要建立被控对象的数学模型。此过程通常涉及确定系统的状态空间表示形式或传递函数[^3]。对于复杂动态变化的过程,可以采用自适应MPC技术来进行更精确地控制。 #### 设计MPC控制器参数 一旦有了描述植物行为的模型之后,则需配置如下几个重要方面: - **采样时间**:决定计算周期长短; - **预估范围**:即未来多少步内优化目标轨迹; - **权重矩阵es**:用来调整不同变量的重要性程度; 这些设置直接影响到最终控制系统的表现效果以及稳定性表现[^4]。 #### 构建仿真环境 借助Simulink平台搭建虚拟测试台架,连接好传感器、执行器等相关组件后即可开展仿真实验验证所设计算法的有效性和鲁棒性。例如,在汽车工程领域里经常涉及到诸如自动紧急制动AEB、车道保持辅助LKA等功能开发时就需要依赖这样的集成框架支持[^1]。 #### 部署至实际硬件 当确认软件层面一切正常无误后,下一步就是考虑如何把生成出来的C/C++代码移植到嵌入式平台上去了。幸运的是,MathWorks提供了完整的解决方案使得这一转换变得异常简便快捷——只需点击几下按钮就能搞定整个编译下载流程! ```matlab % 导出已训练好的MPC 控制器以便后续部署应用 export(mpcobj,'myController'); ``` #### 学习资源推荐 官方文档无疑是最好的参考资料之一,里面不仅涵盖了详尽的操作手册还附带了大量的实例供学习交流之用。除此之外,YouTube上也有不少由专家录制的教学视频可供观看借鉴。
评论
添加红包

请填写红包祝福语或标题

红包个数最小为10个

红包金额最低5元

当前余额3.43前往充值 >
需支付:10.00
成就一亿技术人!
领取后你会自动成为博主和红包主的粉丝 规则
hope_wisdom
发出的红包
实付
使用余额支付
点击重新获取
扫码支付
钱包余额 0

抵扣说明:

1.余额是钱包充值的虚拟货币,按照1:1的比例进行支付金额的抵扣。
2.余额无法直接购买下载,可以购买VIP、付费专栏及课程。

余额充值