2.3

modified waitbar with estimated remaining time

串级pid控制cstr系统，对于连续系统cstr的各个变量进行先进控制，更好达到控制效果(Pid control cstr cascade system, continuous system for all the variables cstr advanced control and better results to control)

灰色预测系统的Matlab的工具箱，可以快速使用简单的灰色预测，进行学习。比较适用于灰色算法的初学者。(Matlab toolbox gray prediction system, you can quickly use a simple gray forecast for learning. Gray algorithm more suitable for beginners.)

主元分析（PCA）的Matlab源代码分析(source code of PCA runed on Matlab)

matlab数理统计数据箱 学习matlab很有用(matlab mathematics matlab statistical data useful for me to learn)

针对粒子群优化算法应用于约束优化问题时易陷入局部极小值的问题, 提出了一种改进的粒子群优化算 法. 该算法综合了约束优化问题的目标函数值和约束函数的违反度值作为粒子群优化算法的双适应度值, 采用了 双适应值动态判断粒子群优化算法中粒子的优劣. 违反度值的计算引入了自适应加权系数, 相应地提出了调整各 权系数的自适应策略, 并改进了粒子群优化算法的粒子竞争选择策略, 拓展了粒子群优化算法的单适应值的应用 范围.应用约束自适应粒子群优化算法实现了城市水厂的节能优化调度. 结果表明, 该算法收敛速度快且结果可 靠. 粒子群优化算法为解决工程约束优化问题提供了一条可行途径(Considering that theparticleswarmoptimization( PSO) algorithmcanbeeasily trappedinto the local minimal valueinconstrainedoptimizationproblems, amodifiedconstrainedparticleswarmoptimiza
tionalgorithmwasproposed. Theobjective functionvalue andthe violationvalue of constraint functions wereeffectively combinedto formtwofitnesses, andthefitnesseswereadoptedto estimate if theparticle wassuperior or not ina dynamicway. Theadaptiveweight functionwasadoptedinthe calculationof the violationvalue. The strategy of keeping anadaptive relationof weight coefficientswasproposed, andthe strategyof swarmtournament selectionwasimproved. Theapplicationlocalizationsof thesinglefitnessof PSOwerewidenedaswell. ThemodifiedconstrainedPSOalgorithmwasappliedtosolveenergyoptimiza
tionproblemsof theurbanwater supplyprocess, whichshowedthat theconvergent speedof thealgorithm isfast andthe result isvalid. Afeasibleapproachto solvetheindustrial constraint optimizationproblems withPSOwasprovided.)

Dynamic_Single Link Robot Manipulator_Matlab Simulink

遗传算法函数介绍及实用代码，保证能运行，并加上了程序解释和运行结果(Genetic algorithms and practical code function introduced to ensure that will be able to run, with the procedures explained and the results)

实现单层小波变换，频域分块去除块效应，以达到快速重构(single dwt-cs can divide the kullen)

说明：  利用FLDA结合多核磁参数来检测前列腺癌(Detection of Prostate Cancer using Multi-parametric Magnetic Resonance)