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29664

A survey of Practical Issues of Genetic Algorithms

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Last updated: 22 Jan 2023

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Abstract

Abstract: The Genetic Algorithm (GA) is a relatively simple heuristic algorithm that can be implemented in a straightforward manner. It can be applied to a wide variety of problems including unconstrained and constrained optimization problems, nonlinear programming, stochastic programming, and combinatorial optimization problems. It is widely used in several fields such as management decision making, data processing ...Information and Financial Engineering. Because of their population approach, they have also been extended to solve other search and optimization problems efficiently, including multimodal, multiobjective. In this paper, a brief description of a simple GA, GAs vs. traditional methods and GAs to handle constrained optimization problems are described. Also, GAs for multiobjective optimization MOP is proposed. Thereafter, GAs applications are presented. The intended audience of this paper is those who wish to know the main concepts of GAs and how to apply it to different optimization problems. Also, to familiarize readers to the algorithm proceeding.

DOI

10.21608/icmep.2014.29664

Keywords

Genetic Algorithms, constrained optimization, Multiobjective optimization

Authors

First Name

Mohamed

Last Name

Hussein

MiddleName

A.

Affiliation

Department of Basic Engineering Sciences, Faculty of Engineering, Menoufia University, Shibin El-Kom, Egypt.

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First Name

EL-Sayed

Last Name

Zaki

MiddleName

M.

Affiliation

Department of Basic Engineering Sciences, Faculty of Engineering, Menoufia University, Shibin El-Kom, Egypt.

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First Name

Ahmed

Last Name

EL- Sawy

MiddleName

A.

Affiliation

Department of Basic Engineering Sciences, Faculty of Engineering, Menoufia University, Shibin El-Kom, Egypt.+, Department of Mathematics, Faculty of Science, Qassim University, Saudi Arabia.

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First Name

A.

Last Name

Mousa

MiddleName

A.

Affiliation

Department of Basic Engineering Sciences, Faculty of Engineering, Menoufia University, Shibin El-Kom, Egypt.+, Department of Mathematics, Faculty of sciences, Taif University, Saudi Arabia.

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Volume

7

Article Issue

International Conference on Mathematics and Engineering Physics (ICMEP-7)

Related Issue

5189

Issue Date

2014-05-01

Receive Date

2019-04-04

Publish Date

2014-05-01

Page Start

1

Page End

17

Print ISSN

2636-431X

Online ISSN

2636-4328

Link

https://icmep.journals.ekb.eg/article_29664.html

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https://icmep.journals.ekb.eg/service?article_code=29664

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7

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Original Article

Type Code

830

Publication Type

Journal

Publication Title

The International Conference on Mathematics and Engineering Physics

Publication Link

https://icmep.journals.ekb.eg/

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Article

Created At

22 Jan 2023