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Multi-Objective Optimization Using Genetic Algorithm: MATLAB

立即報名
  • 1,176 名學生
  • 更新於 6/2022
4.3
(42 個評分)
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課程資料

報名日期
全年招生
課程級別
學習模式
修業期
0 小時 44 分鐘
教學語言
英語
授課導師
Karthik Karunakaran, Ph.D.
評分
4.3
(42 個評分)
5次瀏覽

課程簡介

Multi-Objective Optimization Using Genetic Algorithm: MATLAB

A Quick Way to Learn and Solve Multi-Objective Optimization Problems in MATLAB. A Course for Beginners.

Decision-makers in many areas, from industry to engineering and the social sector, face an increasing need to consider multiple, conflicting objectives in their decision processes. Such problems can arise in practically every field of science, engineering and business, and the demand for efficient and reliable solution methods is increasing. The task is challenging because, instead of a single optimal solution, multi-objective optimization results in many solutions with different trade-offs among criteria, also known as Pareto optimal solutions. A multi-objective Genetic Algorithm is a guided random search method suitable for solving problems with multiple objective functions and variables. Solutions of the Multi-objective Genetic Algorithm are illustrated using the Pareto fronts. Academics, industrial scientists, engineers engaged in research & development will find this course invaluable.

This course will teach you to implement multi-objective genetic algorithm-based optimization in the MATLAB environment using the Global Optimization Toolbox. Various kinds of optimization problems are solved in this course. At the end of this course, you will utilize the algorithm to solve your optimization problems. The complete MATLAB programs included in the class are also available for download. This course is designed most straightforwardly to utilize your time wisely. Take advantage of learning and understanding the fast-growing field of evolutionary computation.

Happy learning.

課程章節

  • 3 個章節
  • 16 堂課
  • 第 1 章 Fundamentals
  • 第 2 章 Script Objective Functions
  • 第 3 章 Optimization Programming

課程內容

  • Basic concepts of Multi-Objective Optimization using Genetic Algorithm.
  • Understand the importance of optimization.
  • Formulate the optimization problem.
  • Implement the multi-objective optimization technique in MATLAB.

此課程所涵蓋的技能


評價

  • S
    Shilpa Mishra
    5.0

    excellent

  • T
    Tasiu Saad Gidari Wudil
    5.0

    Amazing

  • B
    Bitrus Zirata Kamaunji
    3.0

    Interesting, but am new to the terms involved

  • J
    Jerzy
    4.5

    ok

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