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Hybrid Multiobjective evolutionary Algorithm Based Technique for Economic Emission Load Dispatch Optimization Problem

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Last updated: 24 Dec 2024

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Abstract

Abstract:
In This paper, we present a hybrid approach combining two optimization techniques
for solving Economic Emission Load Dispatch Optimization Problem EELD. The EELD
problem is formulated as a nonlinear constrained multiobjective optimization problem with
both equality and inequality constraints. Our approach integrates the merits of both genetic
algorithm (GA) and local search (LS). The proposed approach employs the concept of coevolution
and repair algorithm for handling nonlinear constraints. Also, it maintains a finitesized
archive of non-dominated solutions which gets iteratively updated in the presence of new
solutions based on the concept of  -dominance. The use of  -dominance also makes the
algorithms practical by allowing a decision maker to control the resolution of the Pareto set
approximation. To improve the solution quality we implement local search (LS) technique as
neighborhood search engine where it intends to explore the less-crowded area in the current
archive to possibly obtain more nondominated solutions.
Several optimization runs of the proposed approach are carried out on the standard
IEEE 30-bus 6-genrator test system. Simulation results with the proposed approach have been
compared to those reported in the literature. The comparison demonstrates the superiority of
the proposed approach and confirms its potential to solve the multiobjective EELD problem.

DOI

10.21608/iceeng.2010.33021

Keywords

Economic emission load dispatch, Evolutionary algorithms, Multiobjective optimization, Local search

Authors

First Name

A.

Last Name

Mousa

MiddleName

A.

Affiliation

Department of Mathematics, Faculty of Sciences, El- Taif University, El- Taif, KSA.

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First Name

Kotb

Last Name

Kotb

MiddleName

A.

Affiliation

Department of Mathematics, Faculty of Sciences, El- Taif University, El- Taif, KSA.

Email

-

City

-

Orcid

-

First Name

Adel

Last Name

Elmekawy

MiddleName

Y.

Affiliation

Department of Mathematics, Faculty of Sciences, El- Taif University, El- Taif, KSA.

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City

-

Orcid

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Volume

7

Article Issue

7th International Conference on Electrical Engineering ICEENG 2010

Related Issue

5537

Issue Date

2010-05-01

Receive Date

2019-05-23

Publish Date

2010-05-01

Page Start

1

Page End

12

Print ISSN

2636-4433

Online ISSN

2636-4441

Link

https://iceeng.journals.ekb.eg/article_33021.html

Detail API

https://iceeng.journals.ekb.eg/service?article_code=33021

Order

57

Type

Original Article

Type Code

833

Publication Type

Journal

Publication Title

The International Conference on Electrical Engineering

Publication Link

https://iceeng.journals.ekb.eg/

MainTitle

Hybrid Multiobjective evolutionary Algorithm Based Technique for Economic Emission Load Dispatch Optimization Problem

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Article

Created At

22 Jan 2023