
工程仿真
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李锐博恩
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【 MATLAB 】 WLLS algorithm Simulation of TOA - Based Positioning
仿真的条件与之前讲解非线性算法之牛顿——拉夫森算法时候的仿真条件一致。从下面的定位示意图中也能看出来,测量站的位置以及个数,以及目标位置。测量站的位置:x1 = [0,0];x2 = [0,10];x3 = [10,0];x4 = [10,10];目标的真实位置:x=[2,3].信噪比正常定义,设定为30dB,从下图的定位示意图中可以看出,基本可以定位,因为估计出来的目标位置与目标真实...原创 2018-11-17 12:52:44 · 1824 阅读 · 0 评论 -
【 Notes 】RFID Preliminary Introduction
射频识别,RFID(Radio Frequency Identification)技术,又称无线射频识别,是一种通信技术,可通过无线电讯号识别特定目标并读写相关数据,而无需识别系统与特定目标之间建立机械或光学接触。RFID is a wireless system that identifi es tags attached to the object of interest. An RFID...原创 2018-11-15 10:32:39 · 1210 阅读 · 0 评论 -
【 Notes 】INS Preliminary Introduction
INS uses accelerometers and gyroscopes to track the position, velocity, and the orientation of an object relative to a known starting point, velocity, and orientation.INS使用加速度计和陀螺仪来跟踪物体相对于已知起点,速度和方向...原创 2018-11-15 10:24:20 · 1239 阅读 · 0 评论 -
天线及其参数(一)
天线是电磁(EM)波传输和接收的关键部分。 由于时变信号(例如,正弦波形)产生的时变电场,天线辐射EM波。 天线具有各种形状和尺寸,但基本上是用于辐射和接收无线电波的金属结构。 在高频率下,即使短线也可以充当天线。天线可以分为两种主要的类别:(1) directional antennas(定向天线)和 (2) omnidirectional antennas(全向天线)。定向天线仅沿某些...翻译 2019-01-13 21:56:49 · 12571 阅读 · 0 评论 -
【 Notes 】ALGORITHMS FOR TDOA-based SOURCE LOCALIZATION
Measurement Model in my blog:Measurement Model and Principles for TDOA-based LocationNonlinear Method:NLSSimilarly, with the use of Equations 2.13 – 2.15 , the NLS cost function for TDOA - based...原创 2018-11-19 23:32:26 · 1227 阅读 · 0 评论 -
【 Notes 】 Measurement Model and Principles for TDOA-based Location
TDOA is the difference in arrival times of the emitted signal received at a pair of sensors, implying that clock synchronization across all receivers is required. Nevertheless, the TDOA scheme is simp...原创 2018-11-19 23:19:35 · 1227 阅读 · 0 评论 -
【 笔记 】定位算法性能分析
目录1 CRLB Computation2 Mean and Variance AnalysisPERFORMANCE ANALYSIS FOR LOCALIZATION ALGORITHMSCRLB给出了使用相同数据的任何无偏估计可获得的方差的下界,因此它可以作为与定位算法的均方误差(MSE)进行比较的重要基准。 然而,有偏估计的MSE可能小于CRLB。在第1节中提供了在存在...原创 2018-11-19 16:30:05 · 5258 阅读 · 1 评论 -
【 SIMULATION 】RMSE Comparison of Linear Approaches for TOA - Based Positioning
前面的博文对TOA定位的线性方法给予了仿真实验,这里将这些RMSE仿真结果放到一起,比较它们的定位性能。Repeat the test of the linear approaches; that is, compare the MSPE performance of LLS, WLLS, two - step WLS, and subspace methods for SNR ∈ [ − ...原创 2018-11-19 14:07:38 · 1335 阅读 · 0 评论 -
【 仿真 】基于多维相似性分析的移动定位方法仿真
上篇博文是对论文:MOBILE LOCALIZATON METHOD BASED ON MULTIDIMENSIONAL SIMILARITY ANALYSIS做出的笔记,博文地址:https://blog.youkuaiyun.com/Reborn_Lee/article/details/84202353#CONCLUSION声明:下面的仿真,定位误差和论文中的有点不一样,原因是因为目标位置论文没有给出...原创 2018-11-18 23:20:55 · 1407 阅读 · 1 评论 -
【 Notes 】MOBILE LOCALIZATON METHOD BASED ON MULTIDIMENSIONAL SIMILARITY ANALYSIS
目录ABSTRACTINTRODUCTIONLINEAR TOA LOCALIZATIONMULTIDIMENSIONAL SIMILARITY ANALYSISSUBSPACE BASED LOCALIZATIONSIMULATION RESULTSCONCLUSIONREFERENCESABSTRACTA novel noise subspace bas...原创 2018-11-18 17:49:03 · 1357 阅读 · 0 评论 -
【 Notes 】Best linear unbiased estimator(BLUE) approach for time-of-arrival based localisation
目录 AbstractIntroductionBLUE-based positioning BLUE-LSC algorithm BLUE-LLS algorithmAbstract A common technique for source localisation is to utilise the time-of-arrival (TOA) measureme...原创 2018-11-17 21:55:18 · 2343 阅读 · 0 评论 -
【 Notes 】WLLS Algorithm of TOA - Based Positioning (include the two - step WLS estimator)
目录 LLS reviewWLLSthe two - step WLS estimatorLLS review前面有博文:LLS,提到了线性最小二乘算法,使用LLS去求解TOA-Based Positioning问题,从推导过程看起来很简单。具体说来,关键就是这几个公式: 当噪声足够小,q可以近似为:这是一个零均值的向量,最后我们求得...原创 2018-11-17 14:13:03 · 1659 阅读 · 0 评论 -
【 MATLAB】Subspace algorithm Simulation of TOA - Based Positioning
仿真的条件与之前讲解非线性算法之牛顿——拉夫森算法时候的仿真条件一致。从下面的定位示意图中也能看出来,测量站的位置以及个数,以及目标位置。测量站的位置:x1 = [0,0];x2 = [0,10];x3 = [10,0];x4 = [10,10];目标的真实位置:x=[2,3].信噪比正常定义,设定为30dB,从下图的定位示意图中可以看出,基本可以定位,因为估计出来的目标位置与目标真实...原创 2018-11-17 12:53:01 · 1362 阅读 · 0 评论 -
【 MATLAB】 Two-step WLS algorithm Simulation of TOA - Based Positioning
仿真的条件与之前讲解非线性算法之牛顿——拉夫森算法时候的仿真条件一致。从下面的定位示意图中也能看出来,测量站的位置以及个数,以及目标位置。测量站的位置:x1 = [0,0]; x2 = [0,10]; x3 = [10,0]; x4 = [10,10];目标的真实位置:x=[2,3].信噪比正常定义,设定为30dB,从下图的定位示意图中可以看出,基本可以定位,因为估计出来的目标位置与目...原创 2018-11-17 12:52:50 · 1706 阅读 · 0 评论 -
【 MATLAB 】 LLS algorithm Simulation of TOA - Based Positioning
博文:【 LLS 】Linear Approaches of TOA - Based Positioning讲解了LLS的TOA定位算法的原理,这里给出MATLAB仿真。仿真的条件与之前讲解非线性算法之牛顿——拉夫森算法时候的仿真条件一致。从下面的定位示意图中也能看出来,测量站的位置以及个数,以及目标位置。测量站的位置:x1 = [0,0];x2 = [0,10];x3 = [10,0...原创 2018-11-17 12:52:30 · 1847 阅读 · 1 评论 -
【 LLS 】Linear Approaches of TOA - Based Positioning
Linear ApproachesThe basic idea of the linear localization methodology is to convert the nonlinear expressions of Equations (1) into a set of linear equations with zero - mean disturbances, assuming...原创 2018-11-16 21:40:35 · 2085 阅读 · 0 评论 -
【 ML 】Steepest Descent Iteration Procedure of TOA - Based Positioning Simulation
steepest descent algorithms are,用函数表示为:function g = grad_ml(X,x,r,sigma2)% ML gradient computation% --------------------------------% g = grad_ml(X,x,r);% g = gradient vector % X = matri...原创 2018-11-16 20:45:13 · 1153 阅读 · 0 评论 -
【 ML 】 Gauss – Newton Iteration Procedure of TOA - Based Positioning Simulation
Gauss – Newton algorithms are: (1)where is the Jacobian matrix of computed at and has the following expression: (2)Jacobian matrix is presented in Mat...原创 2018-11-16 20:27:26 · 1214 阅读 · 0 评论 -
【 ML 】Newton – Raphson Iteration Procedure of TOA - Based Positioning Simulation
由博文可知:ML ALGORITHMS of TOA - Based PositioningNewton – Raphson Iteration: (6) (7) (8)...原创 2018-11-16 17:23:07 · 1293 阅读 · 0 评论 -
【 Notes 】ML ALGORITHMS of TOA - Based Positioning
这篇博文和NLS方法博文行文思路类似:【 Notes 】NLS ALGORITHMS of TOA - Based PositioningML方法是NLS方法的一个推广版本,具体接着看:Assuming that the error distribution is known, the ML approach maximizes the PDFs of TOA measurements t...原创 2018-11-16 16:22:50 · 1247 阅读 · 0 评论 -
【 NLS 】Steepest Descent Algorithm Iteration Procedure of TOA - Based Positioning
这种类型的仿真,前面已经有两篇了:Newton – Raphson Iteration Procedure of TOA - Based PositioningGauss-Netwon algorithm Iteration Procedure of TOA - Based Positioning加上这一批,恰好三篇,三种迭代方法。总的来源在:NLS ALGORITHMS of T...原创 2018-11-16 15:45:28 · 1336 阅读 · 0 评论 -
【 NLS 】Gauss-Netwon algorithm Iteration Procedure of TOA - Based Positioning
上篇博文:Newton – Raphson Iteration Procedure of TOA - Based Positioning 仿真了NLS中的牛顿—拉夫森仿真的TOA定位。这篇博文采用同样的体系仿真高斯—牛顿的TOA定位。这些内容的根基在:NLS ALGORITHMS of TOA - Based Positioning仿真条件和上篇博文一致。首先给出一次实验定位示意图...原创 2018-11-16 15:15:04 · 1324 阅读 · 0 评论 -
【 NLS 】Newton – Raphson Iteration Procedure of TOA - Based Positioning
上篇博文: 【 Notes 】NLS ALGORITHMS of TOA - Based Positioning说到了三种局部迭代算法进行TOA定位,分别为:Newton – Raphson Gauss – Newton steepest descent method这篇博文,针对 Newton – Raphson 这种迭代方法进行MATLAB编程(给出部分程序),对TOA定位进行仿真...原创 2018-11-16 13:52:19 · 1889 阅读 · 0 评论 -
【 Notes 】NLS ALGORITHMS of TOA - Based Positioning
目录 NLS Newton – RaphsonGauss – Newtonsteepest descent methodNLS 这篇博文【TOA Measurement Model】给出了TOA定位的测量模型,给出向量形式: ...原创 2018-11-16 10:47:27 · 1438 阅读 · 0 评论 -
【 Overview 】ALGORITHMS FOR SOURCE LOCALIZATION
Overview 】MEASUREMENT MODELS AND PRINCIPLES FOR SOURCE LOCALIZATION这篇博文给出了源定位的模型以及原理总览,这是有好处的,把各种基本的定位方法归一到一个框架中,这就是高度浓缩。文章给出,定位模型概括为: (1)本文同样对源定位的算法...原创 2018-11-15 21:15:55 · 1160 阅读 · 0 评论 -
【 Notes 】TOA Measurement Model
TOA is the one - way propagation time of the signal traveling between a source and a receiver. This implies that the target and all receivers are required to be precisely synchronized to obtain the TO...原创 2018-11-15 17:17:38 · 1351 阅读 · 0 评论 -
【 Overview 】MEASUREMENT MODELS AND PRINCIPLES FOR SOURCE LOCALIZATION
The TOA, TDOA, RSS, and DOA signal models and their basic positioning principles will be presented in the later.In fact, all the models can be generalized as: ...原创 2018-11-15 15:54:03 · 1160 阅读 · 2 评论 -
【 Notes 】SOURCE LOCALIZATION PREVIEW
FINDING THE position of a passive source based on measurements from an array of spatially separated sensors has been an important problem in radar, sonar, and global positioning systems, mobile commu...原创 2018-11-15 15:16:10 · 1208 阅读 · 0 评论 -
【 Notes 】COMPARISON OF BASIC METHODS AND POSITIONING SYSTEMS
目录COMPARISON OF BASIC METHODS AND POSITIONING SYSTEMSCONCLUSION, SUMMARY, AND FUTURE APPLICATIONSCOMPARISON OF BASIC METHODS AND POSITIONING SYSTEMS各种基本方法以及定位系统的对比:This section compares basi...原创 2018-11-15 13:55:38 · 1276 阅读 · 0 评论 -
【 Notes 】WLAN,Vision Positioning System,Radar
目录wireless local area network(WLAN)Vision Positioning SystemRadarwireless local area network(WLAN)As the name suggests, WLAN is used for positioning and identification of objects in limit...原创 2018-11-15 11:50:22 · 1271 阅读 · 0 评论 -
【 Notes 】TCAS Preliminary Introduction
traffic alert and collision avoidance systems ( TCAS ) TCAS is used to detect and track target aircraft in the vicinity of the tracking aircraft [19] . It provides a warning signal to the pilot in t...原创 2018-11-15 11:30:25 · 1393 阅读 · 0 评论 -
【 Notes 】WLPS Preliminary Introduction
wireless local positioning systems ( WLPSs )WLPS is a hybrid TOA and DOA positioning method. Based on the classification discussed in Figure 1.1 , it can also be considered as an active remote posit...原创 2018-11-15 11:16:15 · 1441 阅读 · 0 评论 -
【 Notes 】 AGPS or Assisted GPS
Assisted Global Positioning System ( AGPS or Assisted GPS )GPS operation was summarized in the previous section. Although GPS is a very robust positioning system, there remains the problem of time t...原创 2018-11-14 22:54:36 · 1468 阅读 · 0 评论 -
【 Notes 】GPS Preliminary introduction
GPSThe GPS is based on a man - made constellation of 27 Earth - orbiting satellites (24 in operation and 3 extras in case one fails). Using these satellites, a person or object can localize its posi...原创 2018-11-14 22:45:08 · 1239 阅读 · 0 评论 -
What does Ad Hoc Network mean?
Definition - What does Ad Hoc Network mean?An ad hoc network is a network that is composed of individual devices communicating with each other directly. The term implies spontaneous or impromptu con...翻译 2018-11-14 22:21:03 · 1376 阅读 · 0 评论 -
【 Notes 】RSSI,LOS versus NLOS,Positioning, Mobility, and Tracking,Network Localization
目录 RSSILOS versus NLOSPositioning, Mobility, and TrackingNetwork LocalizationRSSIreceived signal strength indicator ( RSSI )Similar to the TOA, in RSSI, multiple base nodes collaborate...原创 2018-11-14 22:00:10 · 1636 阅读 · 0 评论 -
【 Notes 】DOA estimation Preliminary introduction
DOA estimationIn DOA estimation, base nodes determine the angle of the arriving signal (see Fig. 1.2 d). To allow base stations to estimate DOA, they should be equipped with antenna arrays, and each...原创 2018-11-14 21:20:26 · 1407 阅读 · 0 评论 -
【 Notes 】Time - Difference - of - Arrival ( TDOA ) Estimation Preliminary introduction
As the name suggests, TDOA estimation requires the measurement of the difference in time between the signals arriving at two base nodes. Similar to TOA estimation, this method assumes that the positio...原创 2018-11-14 16:13:32 · 1929 阅读 · 2 评论 -
【 Notes 】TOA Estimation Preliminary introduction
TOA estimation allows the measurement of distance, thus enabling localization. Here, multiple base nodes collaborate to localize a target node via triangulation [3] .It is assumed that the positions...原创 2018-11-14 15:28:08 · 1268 阅读 · 0 评论 -
【 Notes 】Categories of Wireless Local Positioning Systems
Categories of Wireless Positioning SystemsBasically, a wireless local-positioning system consists of at least two separate hardware components: a measuring unit that usually carries the major part ...原创 2018-11-14 11:50:40 · 1221 阅读 · 0 评论