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这是MATLAB中最新的优化工具箱，它利用最近提出的7种算法来优化您的问题。 此工具箱中提供的算法包括： 灰狼优化器（GWO），蚂蚁狮子优化器（ALO），多功能优化器（MVO），蜻蜓算法（DA），蛾火焰算法（MFO），正弦余弦算法（SCA）和鲸鱼优化算法（WOA） 。(This is the latest optimization toolbox in MATLAB, which optimizes your problem using seven algorithms recently proposed. The algorithms provided in this toolbox include: GWO, ALO, MVO, DA, MFO, SCA and WOA.)

利用GA遗传算法优化PID控制器中的参数，实现对对控制器的改善，以求稳准快(GA genetic algorithm is used to optimize the parameters in the PID controller, so that the controller can be improved so as to stabilize the system quickly.)

说明：  CEC2017前2名的MATLAB算法实现 有EBOwithCMAR和jSO 各种参数都可以调整，包括种群数量、F因子、变异率、交叉率等(The realization of MATLAB algorithm for the top2 of cec217. There are ebowithcmar; JSO Various parameters can be adjusted, including population number, F factor, mutation rate, crossover rate, etc.)

说明：  构建基于改进灰狼优化算法的神经网络数据预测模型(IGWO-BPNN)，目的在于用改进的灰狼优化算法优化神经网络模型，利用神经网络的反向传播优势，改善神经网络算法易于陷入局部最小值的缺陷，提高神经网络模型的预测精度。(The grey wolf algorithm (GWO), which is inspired by the predatory behavior of the gray wolf group, is a new group intelligent optimization algorithm that imitates the leadership of gray wolf population and hunting mechanism in nature)

说明：  阿里天池最后一公里所采用的数据集： 网点数据集、配送点、商户、快递信息、配送路径表、配送人员(Data sets adopted for the last kilometer of alitanchi: Network data set, distribution points, merchants, express delivery information, distribution path table, distribution personnel)

说明：  在蚁群算法的基础上进行改进，使优化效果更加明显(On the basis of ant colony algorithm, the optimization effect is more obvious.)

说明：  新型的智能优化算法，水波优化算法，在基准函数CEC2014上比PSO，BBO，HS等表现要好。(A New Intelligent Optimum Algorithms, Water Wave Optimum Algorithms)

matlab实现蚁狮优化(ALO)算法，用于最优化计算(Matlab implements ant lion optimization (ALO) algorithm for optimization calculation)

CMA-ES source code in Matlab

说明：  这是群智能优化算法，布谷鸟搜索算法，用matlab实现，用函数优化进行测试，简单易懂(This is swarm intelligence optimization algorithm, cuckoo search algorithm, implemented in matlab, test with function optimization, easy to understand)