Optimization Using Genetic Algorithm in MATLAB

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课程主页: https://www.udemy.com/course/matlab-basics-and-genetic-algorithm/

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课程名称:使用遗传算法进行优化(MATLAB) 概述:本课程专为所有工程学科的本科生(B. Tech)和研究生(M. Tech/MS)学生设计,尤其适合机械、电气、汽车、石化、航空、电子、计算机科学、仪器、机电一体化、制造、机器人和土木工程的学生。在本课程中,学生可以学习MATLAB基础知识,并在其领域内解决工程优化问题,这些问题可作为小项目或顶点项目的内容。此外,本课程对不同工程领域的博士生也非常有帮助。课程设计旨在使那些不熟悉MATLAB编程的学生能够在前半部分学习MATLAB基础知识,从而更容易理解如何用MATLAB实现遗传算法,解决简单和高级的工程问题。课程内容组织合理,使学习者能够从零开始理解工程优化,并解决研究问题,最终有可能在国际知名期刊上发表。此课程对全球各大高校的学生均有实用价值。 课程分为四个部分: 第一部分 - MATLAB编程基础 第二部分 - 遗传算法概念 第三部分 - 遗传算法在MATLAB中的实现,以解决基准函数 第四部分 - 顶点项目(使用MATLAB实现遗传算法解决典型的工程优化问题)

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This course is specifically developed for B. Tech. and M. Tech/MS students of all Engineering disciplines. Especially the students of Mechanical, Electrical, Automobile, Chemical, Aeronautical, Electronics, Computer science, Instrumentation, Mechatronics, Manufacturing, Robotics and Civil Engineering can learn MATLAB basics and solve Engineering Optimization problems in their area as part of mini-project or capstone project. In addition to this, the course is also useful to Ph. D. students of different engineering branches. The course is designed in such a way that the student who is not well versed with MATLAB programing can learn the basics of MATLAB in the first part so that it is easy for him/her to understand MATLAB implementation of Genetic Algorithm to solve simple and advanced Engineering problems. The content is so organized that the learner should be able to understand Engineering optimization from scratch and solve research problems leading to publication in an international journal of high repute. It should be useful to students of all universities around the world. This course is divided into FOUR PartsPart I - Basics of MATLAB ProgrammingPart 2 - Concept of Genetic AlgorithmPart 3 - MATLAB Implementation of GA to solve benchmark functionsPart 4 - Capstone Project (MATLAB Implementation of GA to solve a typical Engineering optimization Problem)

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