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MATLAB数学建模教学(三) | 史上最强的MATLAB学习网站,你需要的这里统统都有!!!




重要的推文发三遍!!!


各位小伙伴可点击左下角,即可进入到优化算法交流地官方账号主页(推荐)谨防上当受骗


hello,大家好!这几天是全国大学生数学建模竞赛的比赛时间,首先预祝各位参赛的同学能够取得好成绩。今天,网上浏览到不少关于这次比赛的ABC题的思路及分析,但我们团队始终坚信授人以鱼不如授人以渔

所以,今天给各位分享一个我们愿意称之为史上最强的MATLAB学习网站

​​https://yarpiz.com/​​

MATLAB数学建模教学(三) | 史上最强的MATLAB学习网站,你需要的这里统统都有!!!_MATLAB

这个网站不仅有高质量的MATLAB源代码,而且还有对应的讲解视频,可谓是一应俱全。


网站内容分为6部分:

1)Metaheuristics(元启发式算法)

2)Machine Learning(机器学习)

3)Multiobjective Optimization(多目标优化)

4)Fuzzy Systems(模糊系统)

5)Applications(应用)

6)Tutorials(视频教程)


每部分所包含的具体内容如下,链接为每篇文章所对应的MATLAB源代码或视频教程

01 | Metaheuristics(元启发式算法)

1.Practical Genetic Algorithms in Python and MATLAB – Video Tutorial(遗传算法)

​​https://yarpiz.com/632/ypga191215-practical-genetic-algorithms-in-python-and-matlab​​


2.YPEA: Yarpiz Evolutionary Algorithms(YPEA工具箱)

​​https://yarpiz.com/477/ypea-yarpiz-evolutionary-algorithms​​


3.Python implementation of Particle Swarm Optimization(粒子群算法)

​​https://yarpiz.com/463/ypea127-python-implementation-particle-swarm-optimization-pso​​


4.Particle Swarm Optimization (PSO) in MATLAB — Video Tutorial

(粒子群算法)

​​https://yarpiz.com/440/ytea101-particle-swarm-optimization-pso-in-matlab-video-tutorial​​


5.Cultural Algorithm (CA) in MATLAB(文化算法)

​​https://yarpiz.com/425/ypea125-cultural-algorithm​​


6.Real-Coded Simulated Annealing (SA) in MATLAB(模拟退火算法)

​​https://yarpiz.com/421/ypea106-real-coded-simulated-annealing​​


7.Artificial Bee Colony in MATLAB(人工蜂群算法)

​​https://yarpiz.com/297/ypea114-artificial-bee-colony​​


8.Bees Algorithm (BeA) in MATLAB(蜜蜂算法)

​​https://yarpiz.com/315/ypea115-bees-algorithm​​


9.Firefly Algorithm (FA) in MATLAB(萤火虫算法)

​​https://yarpiz.com/259/ypea112-firefly-algorithm​​


10.Invasive Weed Optimization (IWO) in MATLAB(野草算法)

​​https://yarpiz.com/251/ypea119-invasive-weed-optimization​​


11.Imperialist Competitive Algorithm (ICA) in MATLAB(帝国竞争算法)

​​https://yarpiz.com/247/ypea118-imperialist-competitive-algorithm​​


12.Tabu Search (TS) in MATLAB(禁忌搜索)

​​https://yarpiz.com/243/ypea116-tabu-search​​


13.Biogeography-Based Optimization (BBO) in MATLAB(生物地理优化算法)

​​https://yarpiz.com/239/ypea113-biogeography-based-optimization​​


14.CMA-ES in MATLAB(协方差矩阵自适应进化策略)

​​https://yarpiz.com/235/ypea108-cma-es​​


15.Differential Evolution (DE) in MATLAB(进化差分)

​​https://yarpiz.com/231/ypea107-differential-evolution​​


16.Simulated Annealing in MATLAB(模拟退火)

​​https://yarpiz.com/223/ypea105-simulated-annealing​​


17.Harmony Search in MATLAB(和声搜索)

​​https://yarpiz.com/92/ypea117-harmony-search​​


18.Teaching-Learning-based Optimization in MATLAB(教与学优化算法)

​​https://yarpiz.com/83/ypea111-teaching-learning-based-optimization​​


19.Shuffled Complex Evolution in MATLAB

​​https://yarpiz.com/80/ypea110-shuffled-complex-evolution​​


20.Shuffled Frog Leaping Algorithm in MATLAB(蛙跳算法)

​​https://yarpiz.com/71/ypea109-shuffled-frog-leaping-algorithm​​


21.ACO for Continuous Domains in MATLAB(蚁群算法)

​​https://yarpiz.com/67/ypea104-acor​​


22.Ant Colony Optimization in MATLAB(蚁群算法)

​​https://yarpiz.com/53/ypea103-ant-colony-optimization​​


23.Particle Swarm Optimization in MATLAB(粒子群算法)

​​https://yarpiz.com/50/ypea102-particle-swarm-optimization​​


24.Binary and Real-Coded Genetic Algorithms in MATLAB(遗传算法)

​​https://yarpiz.com/23/ypea101-genetic-algorithms​​


02 | Machine Learning(机器学习)

1.Principal Component Analysis (PCA) in Python and MATLAB — Video Tutorial(主成分分析)

​​https://yarpiz.com/622/yppca191211-principal-component-analysis-in-python-and-matlab-video-tutorial​​


2.Linear Discriminant Analysis (LDA) in MATLAB(线性判别分析)

​​https://yarpiz.com/430/ypml114-linear-discriminant-analysis​​


3.Time-Series Prediction using GMDH in MATLAB(时间序列预测)

​​https://yarpiz.com/323/ypml120-time-series-prediction-using-gmdh​​


4.Feature Selection using Metaheuristics and EAs(特征选择)

​​https://yarpiz.com/306/ypml122-evolutionary-feature-selection​​


5.Group Method of Data Handling (GMDH) in MATLAB(数据处理的分组方法)

​​https://yarpiz.com/263/ypml113-gmdh​​


6.DBSCAN Clustering in MATLAB(聚类)

​​https://yarpiz.com/255/ypml110-dbscan-clustering​​


7.FP-Growth Association Rule Mining in MATLAB(关联规则挖掘)

​​https://yarpiz.com/98/ypml116-fp-growth​​


8.Apriori Association Rule Mining in MATLAB(关联规则挖掘)

​​https://yarpiz.com/89/ypml115-apriori​​


9.Neural Gas and GNG Networks in MATLAB(神经网络)

​​https://yarpiz.com/77/ypml111-neural-gas-network​​


10.Evolutionary Data Clustering in MATLAB(聚类)

​​https://yarpiz.com/64/ypml101-evolutionary-clustering​​


03 | Multiobjective Optimization(多目标优化)

1.NSGA-III: Non-dominated Sorting Genetic Algorithm, the Third Version

​​https://yarpiz.com/456/ypea126-nsga3​​


2.Classic and Intelligent Portfolio Optimization in MATLAB

​​https://yarpiz.com/456/ypea126-nsga3​​


3.MOEA/D in MATLAB

​​https://yarpiz.com/95/ypea124-moead​​


4.PESA-II in MATLAB

​​https://yarpiz.com/86/ypea123-pesa2​​


5.Strength Pareto Evolutionary Algorithm 2 in MATLAB

​​https://yarpiz.com/74/ypea122-spea2​​


6.Multi-Objective PSO in MATLAB

​​https://yarpiz.com/59/ypea121-mopso​​


7.NSGA-II in MATLAB

​​https://yarpiz.com/56/ypea120-nsga2​​


04 | Fuzzy Systems(模糊系统)

1.Time-Series Prediction using ANFIS in MATLAB(自适应神经模糊系统)

​​https://yarpiz.com/327/ypfz102-time-series-prediction-using-anfis​​


2.Evolutionary ANFIS Training in MATLAB(自适应神经模糊系统)

​​https://yarpiz.com/319/ypfz104-evolutionary-anfis-training​​


3.Fuzzy PID Controller in MATLAB and Simulink(模糊PID控制)

​​https://yarpiz.com/311/ypfz103-fuzzy-pid​​


4.Nonlinear Regression using ANFIS(自适应神经模糊系统)

​​https://yarpiz.com/301/ypfz101-nonlinear-regression-using-anfis​​

05 | Applications(应用)

1.Intelligent Image Color Reduction and Quantization(图像处理)

​​https://yarpiz.com/413/ypap117-color-reduction-and-quantization​​


2.Minimum Spanning Tree using PSO, ICA and FA(最小生成树)

​​https://yarpiz.com/407/ypap116-minimum-spanning-tree​​


3.Optimal Robot Path Planning using PSO in MATLAB(机器人路径规划)

​​https://yarpiz.com/403/ypap115-path-planning​​


4.Data Envelopment Analysis (DEA) in MATLAB(数据包络分析)

​​https://yarpiz.com/399/ypap114-data-envelopment-analysis​​


5.Economic Dispatching using PSO and Nested PSO(经济调度)

​​https://yarpiz.com/395/ypap113-economic-dispatching​​


6.Classic and Intelligent Portfolio Optimization in MATLAB(投资组合优化)

​​https://yarpiz.com/391/ypap112-portfolio-optimization​​


7.Optimal Inventory Control using PSO in MATLAB(库存控制)

​​https://yarpiz.com/387/ypap111-inventory-control​​


8.p-Hub Location Allocation Problem in MATLAB(枢纽选址问题)

​​https://yarpiz.com/383/ypap110-hub-location-allocation​​


9.Facility Layout Design and Location Allocation in MATLAB(设施布局设计及位置配置)

​​https://yarpiz.com/378/ypap109-layout-design​​


10.Capacitated Vehicle Routing Problem (VRP) using SA(容量受限的车辆路径问题)

​​https://yarpiz.com/372/ypap108-vehicle-routing-problem​​


11.Parallel Machine Scheduling using Simulated Annealing(并行机调度)

​​https://yarpiz.com/367/ypap107-parallel-machine-scheduling​​


12.Bin Packing Problem using GA, PSO, FA, and IWO(装箱问题)

​​https://yarpiz.com/363/ypap105-bin-packing-problem​​


13.Quadratic Assignment Problem (QAP) using GA, PSO and FA(二次分配问题)

​​https://yarpiz.com/359/ypap104-quadratic-assignment-problem​​


06 | Tutorials(视频教程)

1.Numerical Root Finding Methods in Python and MATLAB – Video Tutorial

(求根法)

​​https://yarpiz.com/645/yprf191221-numerical-root-finding-methods-in-python-and-matlab​​


2.Practical Genetic Algorithms in Python and MATLAB – Video Tutorial(遗传算法)

​​https://yarpiz.com/632/ypga191215-practical-genetic-algorithms-in-python-and-matlab​​


3.Principal Component Analysis (PCA) in Python and MATLAB — Video Tutorial(主成分分析)

​​https://yarpiz.com/622/yppca191211-principal-component-analysis-in-python-and-matlab-video-tutorial​​


4.Numerical Computations in MATLAB — Video Tutorial(数值计算)

​​https://yarpiz.com/572/numerical-computations-in-matlab-video-tutorial​​


5.Optimization in MATLAB — Video Tutorial(优化算法综述)

​​https://yarpiz.com/569/yptnm190520-s20-22-optimization-video-tutorial​​


6.Numerical Solution of Differential Equations in MATLAB — Video Tutorial(求解微分方程)

​​https://yarpiz.com/565/yptnm190520-s17-19-numerical-solution-of-differential-equations-video-tutorial​​


7.Working with Polynomials in MATLAB — Video Tutorial(多项式)

​​https://yarpiz.com/562/yptnm190520-s16-working-with-polynomials-video-tutorial​​


8.Integration and Differentiation in MATLAB — Video Tutorial(微分与积分)

​​https://yarpiz.com/557/yptnm190520-s12-15-integration-and-differentiation-video-tutorial​​


9.Interpolation in MATLAB — Video Tutorial(插值)

​​https://yarpiz.com/553/yptnm190520-s07-11-interpolation-video-tutorial​​


10.Eigenvalues and Eigenvectors in MATLAB — Video Tutorial(特征值和特征向量)

​​https://yarpiz.com/548/yptnm190520-s05-06-eigenvalues-and-eigenvectors-video-tutorial​​


11.Root Finding in MATLAB — Video Tutorial(求根法)

​​https://yarpiz.com/541/yptnm190520-s01-04-root-finding​​


12.Least Squares in Python, JavaScript and MATLAB — Video Tutorial(最小二乘法)

​​https://yarpiz.com/534/yptls190514-least-squares-in-python-javascript-and-matlab​​


13.How to Solve Difference Equations? — Video Tutorial(差分方程)

​​https://yarpiz.com/527/yptdeq190520-how-to-solve-difference-equations​​


14.Runge-Kutta Method in Python and MATLAB — Video Tutorial(龙格-库塔方法)

​​https://yarpiz.com/523/yptdeq190515-runge-kutta-rk4-in-python-and-matlab​​


15.Linear Programming in MATLAB — Video Tutorial(线性规划)

​​https://yarpiz.com/516/yptlp190516-linear-programmin-in-matlab-linprog​​


16.Particle Swarm Optimization (PSO) in MATLAB — Video Tutorial(粒子群算法)

​​https://yarpiz.com/440/ytea101-particle-swarm-optimization-pso-in-matlab-video-tutorial​​



MATLAB数学建模教学(三) | 史上最强的MATLAB学习网站,你需要的这里统统都有!!!_MATLAB_02

MATLAB数学建模教学(三) | 史上最强的MATLAB学习网站,你需要的这里统统都有!!!_MATLAB_03


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