思念永无止境

          When you waved goodbye to me, I had no idea whether to leave you eternally. Missing you has become indispensable part of my life. I have the faintest idea whether you share the same feelings with me. Something like love is provoking my deepest emotion in my heart.

          Every night, barely can I fall into sleep, for I am missing you every second. I do not know whether there is an end for such kind of missing. All I know is that I am deeply fond of this feeling, because you are deeply rooted in my mind. If you wanna ask me what this feeling is, I have to tell you that I do not know either. I will feel terribly upset if I cannot hear you voice now and then and will be wondering what you are doing. I go all out to persuade myself not to disturb you, but I still cannot help calling you and greeting you. I do not know whether there is someone breaking your heart, or whether there is someone playing with your love, whether there is someone ignoring your sorrows and happiness. It is sweet deep down my heart to miss you and imagine your constant light pace.

         When the night falls and covers me with a black coat, I will blend my miss and wishes into the coat, thinking whether to close my eyes to imagine your delicate face, or look to the remote lamps to miss your smile. Finally I choose to lie down and close my eyes to imagine your beauty, falling into sleep unconsciously. In my dream your smile is so fresh and clear. I got to know that I have become a prisoner of your love. In front of you, I am no longer brave and aggressive. I am merely standing still and waiting for your response. I wish you could place me in your heart to the full! Since then I will feel great panic at your tears and your waiting solitarily.

        As long as you can laugh to your heart’s content, I am willing to receive any punishment from you. I will be obedient to you and do all I can to please you. I would like to sing, dance, exclaim and wait for you! Your happiness is my biggest comfort, and I will move mountain and earth to win your smile!

MATLAB代码实现了一个基于多种智能优化算法优化RBF神经网络的回归预测模型,其核心是通过智能优化算法自动寻找最优的RBF扩展参数(spread),以提升预测精度。 1.主要功能 多算法优化RBF网络:使用多种智能优化算法优化RBF神经网络的核心参数spread。 回归预测:对输入特征进行回归预测,适用于连续值输出问题。 性能对比:对比不同优化算法在训练集和测试集上的预测性能,绘制适应度曲线、预测对比图、误差指标柱状图等。 2.算法步骤 数据准备:导入数据,随机打乱,划分训练集和测试集(默认7:3)。 数据归一化:使用mapminmax将输入和输出归一化到[0,1]区间。 标准RBF建模:使用固定spread=100建立基准RBF模型。 智能优化循环: 调用优化算法(从指定文件夹中读取算法文件)优化spread参数。 使用优化后的spread重新训练RBF网络。 评估预测结果,保存性能指标。 结果可视化: 绘制适应度曲线、训练集/测试集预测对比图。 绘制误差指标(MAE、RMSE、MAPE、MBE)柱状图。 十种智能优化算法分别是: GWO:灰狼算法 HBA:蜜獾算法 IAO:改进天鹰优化算法,改进①:Tent混沌映射种群初始化,改进②:自适应权重 MFO:飞蛾扑火算法 MPA:海洋捕食者算法 NGO:北方苍鹰算法 OOA:鱼鹰优化算法 RTH:红尾鹰算法 WOA:鲸鱼算法 ZOA:斑马算法
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