基于随机森林模型的遥感影像监督分类

贝叶斯决策实验，matlab实现方法，概率分布(Bayesian decision experiment, matlab implementation)

ant蚁群算法,求解局部或者全局优化问题,(Ant colony algorithm to solve local or global optimization problems,)

乳腺肿瘤是常见的女性疾病，近年来，乳腺癌的发病率逐渐上升，已成为危害妇女健康的恶性肿瘤之一。乳腺恶性肿瘤若能早期发现、早期诊断、早期治疗可取得良好的效果，因此乳腺良恶性肿瘤的诊断至关重要。乳腺肿瘤通过穿刺采样进行分析可以确定其为良性或为恶性的。医学研究发现乳腺肿瘤病灶组织的细胞核显微图像的10个量化特征：细胞核半径、质地、周长、面积、光滑性、紧密度、凹陷度、凹陷点数、对称度、断裂度与该肿瘤的性质有密切的关系。利用LVQ神经网络根据已获得的实验数据建立起一种诊断乳腺肿瘤是良性还是恶性的方法。利用BP神经网络分类的结果表明，LVQ神经网络的效果比BP神经网络要好很多，这也表明LVQ神经网络用于模式识别是有效的。    LVQ神经网络无需对数据进行预处理，这使得相比于其他神经网络，LVQ神经网络更简单、更有效。LVQ神经网络已经应用到各行各业中，如故障诊断、性能评价、风险预测等。

这里介绍的案例研究演示如何使用MATLAB来建立测量的燃气经营权，在新英格兰的植物组合相关的风险的申请。在Excel中的应用与实施用MATLAB进行了分析所有的接口。该应用程序允许用户指定的7种植物，包括能力，热率，可变操作和维护成本，最低运行时的特点。这个组合可以用一个简单的调度backtested历史天然气和电力价格的策略来计算利润和机组运行的历史数据。风险措施，通过模拟计算到使用天然气和混合模型在MATLAB中实现，模拟市场价格为每调度方案和计算现金流量从厂房的运作产生未来的电力价格。该现金流量的分布进行分析，产生了90％和95％的现金流量在风险衡量每个工厂以及用于发电资产组合。这些功能全部是提出了一个简洁的Excel的前端。 题为“介绍ETRM为例”的文件将指导，通过分析不同的组件。(The case study presented here demonstrates using MATLAB to build an application for measuring the risks associated with a portfolio of gas-fired power plants operated in New England. The application has an interface implemented in Excel with all of the analytics performed by MATLAB. The application allows the user to specify the characteristics of the 7 plants including the capacity, heat rate, variable operation and maintenance costs and minimum run time. This portfolio can be backtested using a simple dispatch strategy on historical gas and electricity prices to compute historical profit and plant operation statistics. The risk measures are computed by simulating gas and electricity prices into the future using a hybrid model implemented in MATLAB, simulating the dispatch for each scenario of market prices and computing cash-flows arising from the operation of the plants. The distribution of the cash-flows is analyzed to produce a 90 and 95 cash-flow at risk measure for each plant )

伺服系统低摩擦下的pid控制。。。可以参考！希望能对大家有所帮助！(Servo system under low friction pid control. . . Can refer to! The hope that it can be helpful to everyone!)

This function is developed for the computation of GMD, GMRL and GMRC for single-circuit and double-circuit transposed transmission line.

说明：  狗追人程序，狗从原点以一定速度起泡，速度方向始终指向人，任意一定速度作圆周运动(the dog run afte rman)

将ELCentro波的加速度时程转换成速度、位移时程(Converting the acceleration time history of ELCentro wave into velocity and displacement time history)

说明：  Robert Jenssen 撰写论文原文(We introduce kernel entropy component analysis (kernel ECA) as a new method for data transformation and dimensionality reduction. Kernel ECA reveals structure relating to the Renyi entropy of the input space data set, estimated via a kernel matrix using Parzen windowing. This is achieved by projections onto a subset of entropy preserving kernel principal component analysis (kernel PCA) axes)

先對故障依序編碼為陣列形式在用免疫演算法去做計算模擬得到正確的解答(First failure were coded for the array form of immune algorithm to do the calculation with the correct answers to simulated)