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说明：  这是学习matlab视频仿真很好的一个工具，通过它，朋友们可以学到很多知识。能够快速提高建模仿真能力(This is a very good learning matlab video simulation of a tool through which friends can learn a lot of knowledge. To rapidly enhance the capacity of modeling and simulation)

高斯射线束正演程序及显示软件，对学习高斯射线正演很有帮助的。(Gaussian Beam forward and display software program, Gaussian-ray forward to learning helpful.)

Principal component analysis (PCA) is a popular tool for linear dimensionality reduction and feature extraction. Kernel PCA is the nonlinear form of PCA, which is promising in exposing the more complicated correlation between original high-dimensional features. In this paper, we first talk about the basic ideas of PCA and kernel PCA, and then focus on the reconstruction of pre-images for kernel PCA. We also give an introduction on how PCA is used in active shape models (ASMs), and discuss how kernel PCA can be applied to improve traditional ASMs. Then we show some experiment results to compare the performance of kernel PCA and traditional PCA for pattern classification. We also implement the kernel PCA-based ASMs, and use it to construct human face models.

this is a mdl file of matlab to Ideal Switch use in network

MATLAB平台下的基于人工神经网络的非线性控制系统PID参数整定代码，能实现在线调节功能。(MATLAB platform artificial neural network-based nonlinear control system PID parameter tuning code, to achieve regulatory function online.)

说明：  详述了Matlab中contour画图的命令及技巧，针对出现的问题进行了说明和逐一演示。(Matlab detailed contour drawing of the orders and skills, for the problems described, and each presentation.)

说明：  本程序实现多模态故障检测与故障诊断，用的方法是LPP_GMM_FJ，对象为TE,GMM是用的FJ算法，效果很好(This procedure realize multimodal, fault detection and fault diagnosis method is LPP_GMM_FJ, object for TE, GMM FJ algorithm is used, the effect is very good)

梯度下降法在一维函数中的优化应用，自己原创，可以运行，无任何错误(Gradient descent algorithm applied in a one-dimensional function optimization, and their own original, can run without error.)

Edge detection refers to the process of identifying and locating sharp discontinuities in an image. The discontinuities are abrupt changes in pixel intensity which characterize boundaries of objects in a scene.

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