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一个非常好的基于MATLAB的飞机动态控制工具箱,对于从事该方面研究的读者非常有参考价值(a very good aircraft based on MATLAB Toolbox dynamic control, engaged in the study of readers very valuable reference)

说明：  这是一个可以手动点击图片上任意一个点的时候，可以查看该点的亚像素坐标，精确到0.0001(This is a can manually click on the picture when any one point, you can see the point of the sub-pixel coordinates, accurate to 0.0001)

pwm整流器的建模仿真，通过matlab代码，信号维数的估计，构成不同频率的调制信号，从先验概率中采样，计算权重，用MATLAB实现的压缩传感。( Modeling and simulation pwm rectifier By matlab code, Signal dimension estimates, Constituting the modulated signals of different frequencies, Sampling a priori probability, calculate the weight, Using MATLAB compressed sensing.)

深度学习的卷积神经网络的MATLAB代码实现，数据为MNIST标准库。(it s a code in CNN with matlab.the is the MNIST.)

最小二乘支持向量机,用于多元非线性回归分析,非线性拟合与预测(Least squares support vector machine for multi-linear regression analysis, nonlinear fitting and prediction)

Description of tools and methods in Matlab that can be applied in the Engineering.

BP神经网络容易陷于局部极小值，PSO算法在无约束非线性函数优化方面性能优越，通常可以直接找寻到全局最优解，即使不能搜多到全局最优解，也距离全局最优点不远。当然，基本PSO算法陷入局部极值也是有的。对于这个缺点目前还没有找到比较有效、省市的解决方案。本案例实现利用PSO算法和BP算法共同训练神经网络，先将网络进行PSO算法训练，然后BP算法接着进行小范围精细搜索，PSO算法训练神经网络的本质就是将输出误差函数（即能量函数）看成目标函数，PSO对能量函数进行全局寻找最小值。(BP neural networks are prone to local minimum values. The PS algorithm has superior performance in the optimization of unconstrained nonlinear functions. It can usually find the global optimal solution directly. Even if it can not find more global optimal solutions, it is not far from the global best. Of course, there is also a local extreme of the basic PO algorithm. For this shortcoming, there is no more effective, provincial and municipal solution. This case realizes the use of the SO algorithm and the BP algorithm to train the neural network. First, the network is trained in the SO algorithm, and then the BP algorithm is followed by a small range of fine searches. The essence of the PO algorithm training neural network is to regard the output error function(ie, the energy function) as the objective function, and the PO seeks a global minimum value for the energy function.)

说明：  《MATLAB 7.0编程基础基础》源程序，适合于初学者练习(&quot MATLAB 7.0 programming foundation base&quot source, suitable for beginners)

convolution, capture, envolvente EMG, pulse PWM and trasformation code in matlab compared matlab own

Dynamic trianglur network (DTN) implementation in matlab source code