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333894

Improved Crow Search Algorithm for Solving Quadratic Assignment Problem

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Last updated: 05 Jan 2025

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Abstract

Abstract: In this paper, a crow search algorithm which is a type of swarm intelligence optimization algorithm proposed by simulating the crows' intelligent behavior of hiding and retrieving food.
It is used to solve the Quadratic Assignment Problem (QAP) which is a NP-Complete problem.
It is assumed one of the complex combinatorial optimization problems related with assigning a set of facilities to a set of locations in condition of minimizing the total assignment cost.
The used technique is modified to be allowed to apply on the desired problem.
It is used the Smallest Position Value (SPV) heuristic rule to transform the generated continuous solution from crow search algorithm to a discrete one to be suitable to this kind of problems.
Based on ten benchmark problems with different sizes, the computational results show that the used algorithm is capable to find the optimal and best-known solutions. Thus, the proposed method exceeds other illustrated methods. Experimental results show its effectiveness on the quadratic assignment problems

DOI

10.21608/esju.2023.215434.1014

Keywords

Keywords: The Quadratic Assignment Problem, Crow Search Algorithm, the Smallest Position Value Rule, NP- Complete problem

Authors

First Name

Eman

Last Name

Oun

MiddleName

M.

Affiliation

Operations Research & Management, Faculty of graduate studies for statistical research, Cairo University, Giza, Egypt

Email

a.eyman@yahoo.com

City

-

Orcid

-

First Name

Heba

Last Name

Roshdy

MiddleName

-

Affiliation

Operations Research & Management, faculty of graduate studies for statistical research, Cairo University, Giza, Egypt

Email

hmhmdss@yahoo.com

City

-

Orcid

-

Volume

67

Article Issue

2

Related Issue

44949

Issue Date

2023-12-01

Receive Date

2023-06-04

Publish Date

2023-12-01

Page Start

17

Page End

28

Print ISSN

0542-1748

Online ISSN

2786-0086

Link

https://esju.journals.ekb.eg/article_333894.html

Detail API

https://esju.journals.ekb.eg/service?article_code=333894

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1

Type

Original Article

Type Code

1,914

Publication Type

Journal

Publication Title

The Egyptian Statistical Journal

Publication Link

https://esju.journals.ekb.eg/

MainTitle

Improved Crow Search Algorithm for Solving Quadratic Assignment Problem

Details

Type

Article

Created At

28 Dec 2024