(chp5)

线谱增强器，用于单频信号检测的线谱增强。(Line spectrum enhancer for the single-frequency signal detection to enhance the line spectrum.)

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The MATLAB codes ELM with kernels (for both regression and multi-class classification) work linearly similarly to ELM with random hidden nodes. For the sake of convenience, the source codes of ELM with kernels are given separately.

1,、设置变量和参量： 　　X(n)为输入向量，或称为训练样本 　　W(n)为权值向量 　　e(n)为偏差 　　d(n)为期望输出 　　y(n)为实际输出 　　η为学习速率 　　n为迭代次数 　　2、初始化，赋给w(0)各一个较小的随机非零值，令n=0 　　3、对于一组输入样本x(n)和对应的期望输出d，计算 　　e(n)=d(n)-X^T(n)W(n) 　　W(n+1)=W(n)+ηX(n)e(n) 　　4、判断是否满足条件，若满足算法结束，若否n增加1，转入第3步继续执行(, set the variables and parameters: X (n) is the input vector, otherwise known as the training sample W (n) for the weight vector e (n) for the deviation d (n) is the desired output y (n) is the actual output η is the learning rate n is the number of iterations)

运用matlab的系统建模仿真，这个系统建模仿真图是实现吊车的搭建！(The use of the Matlab system modeling and simulation, modeling and simulation diagram of this system is to achieve a crane to build!)

利用Matlab设计数字滤波器的过程中用于实现数字滤波器的级联型结构(Use Matlab design process of digital filters used to implement the digital filter cascade structure)

使用单纯形算法整定pid参数的例程还可以(PID parameters tuning by simplex algorithm)

说明：  stk和matlab互联的应用，创建简单的gui，可以对场景进行放大缩小(STK and MATLAB interconnected application, create a simple GUI, can zoom in and out of the scene)

根据mallat算法编写的三层小波分解程序,没有使用matlab小波工具箱的函数，便于大家理解小波快速算法的实现原理(Mallat algorithm based on wavelet decomposition of the preparation of the three procedures, do not use the function matlab wavelet toolbox for us to understand the realization of fast algorithm for wavelet principle)

说明：  单级倒立摆的 T-S 模型 包括 LMI 程序源码 ex6.m 模糊控制器S 函数ctrl ex6.m 被控对象S 函数plant(FUZZY CONTROL METHOD BASED ON T-S MODEL )