ixmmand

说明：  支持向量机参数c和g的优化，用了三种方法：网格法、遗传算法、 粒子群算法，包你学会。(cgcgcgcgcgcg for libsvm)

FOA-ELM FOA算法优化极限学习机的MATLAB代码(FOA-ELM FOA algorithm to optimize MATLAB code for extreme learning machine)

使用matlab进行数据预处理，包括缺失值和离群值的处理(Using matlab for data preprocessing, including missing values ​ ​ and outliers are treated)

粒子群优化PID的典型例子，调试过了，非常好用(Particle Swarm Optimization typical example of the PID, debugging, and very easy to use)

利用交叉验证法进行支持向量机的参数优化，最后输出识别结果(The use of cross-validation method for parameter optimization support vector machine, the final output recognition results)

说明：  GA-SVM预测数据，输入训练样本，运用测试样本测试(Ga-svm prediction data, input training sample, use test sample test)

各种LBP算法的代码，可以只管看到中间结果，不需要生成直方图(Various LBP algorithm code, you can just see the intermediate results, no need to generate a histogram)

说明：  基于神经网络的PID控制不是用神经网络来整定PID的参数，而是用神经网络直接作为控制器，通过训练神经网络的权系数间接地调整PID参数。(based on neural network PID control is not using neural networks to PID parameters, Rather, as a neural network controller directly, through the training of the neural network weights indirectly PID parameters to adjust.)

【实例简介】 Windows 32位版本的CEF3工程代码（需要自己CMake创建sln，自行编译产生cefsimple/cefclient）。Chromium版本：78.0.3904.108。编译时加入ffmpeg支持，可以播放mp3, mp4, 支持h.264/aac。

程序为改进的遗传算法对配电网无功优化补偿问题。电力系统配电网的无功优化规划是保证配电网安全、经济运行的一项有效手段，是降低网损、提高电压质量的重要措施。(Reactive power optimization is one of the most important control methods to ensure power system operation securely and economically,and an effective measure to improve the voltage quality and reduce the power loss.Study on reactive power optimization has the great significance in theory and practical application. Transmission network optimal planning problem is a nonlinear，large scale combinatorial optimization problem.)