simple-mipv6-2

用粒子群改进支持向量机的智能算法，你可以拿来做预测分析，(Using particle swarm improvement intelligent algorithm of support vector machine (SVM), you can be used to do prediction )

说明：  针对传统光伏功率预测特征提取不足导致预测精度不高的问题，提出一种双通道网络 模型进行光伏功率预测。首先将光伏功率历史数据进行归一化处理，再将数据送入两个并行的卷积神经网络( Convolutional Neural Network，CNN) 进行特征提取，经融合层融合送入长短期记忆网络( Long Short-Term Memory，LSTM) 进行光伏功率预测。采用地中海气候光伏发电数据集进行测试，结果表明所提出的方法与单通道网络相比平均绝对误差( Mean-Absolute Error，MAE) 减小了 12. 3%，均方根误差( Ｒoot-Mean-Square Error，ＲMSE) 减小了 3%，实现了更高的预测精度。(Aiming at the problem that the traditional PV power prediction feature is insufficiently extracted and the prediction accuracy is not high, a dual-channel network model is proposed for PV power prediction. First, the photovoltaic power historical data is normalized, and then the data is sent to two parallel convolutional neural networks for feature extraction, and the fusion layer is fed to the long-term and short-term memory network for photovoltaic power prediction. Using the Mediterranean climate photovoltaic power generation data set for testing, the results show that the proposed method reduces the average absolute error by 12.3% and the root mean square error by 3% compared with a single channel network, achieving higher prediction accuracy .)

使用BP神经网络来识别彩色图像的类. 自己取采样样本(apply the backpropagation neural network to classify a color image you choose. You need to determine the number of classes and select the training samples by yourself. )

斯坦福深度学习教程中关于stacked autoencoder的练习代码，源代码中需要补全的地方，全部把代码补完整，把手写体识别的数据库放到路径下，可以直接运行(Stanford deep learning tutorial exercises on stacked autoencoder code, source code need to fill all places, all the full complement of the code, the handwriting recognition into the path of a database, you can run directly)

采用改进的遗传算法对城市交通信号优化分析，对城市道路交叉口交通信号灯实施合理优化控制，可直接运行(Using the improved genetic algorithm to optimize the urban traffic signal analysis, the urban road intersection traffic lights to implement a reasonable optimal control, can be run directly)

说明：  简单http服务端，有简单的POST和GET请求，对于数据处理CGI程序，需要开一个子线程服务(The simple HTTP server has simple post and get requests. For data processing CGI program, it needs to open a sub thread service)

用WinSocket创建客户机服务器--UDP,为了写这个程序,花了我好长时间,无奈水平有限,是初学,请多指教-Winsocket used to create client-server-- UDP, in order to write this procedure, I spent a good long time, the limited level of frustration is beginner, please enlighten

获取网速（网络利用率）并实时画图显示 类似于任务管理器中的联网(get network usage and show by image)

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说明：  按照自顶向下和自底向上分析时间序列趋势和转折点(Found the turning point from bottom to the top and from top to the bottom)