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386693

NiOA: A Novel Metaheuristic Algorithm Modeled on the Stealth and Precision of Japanese Ninjas

Article

Last updated: 29 Dec 2024

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Subjects

-

Tags

Engineering
Engineering solutions
Optimization Algorithms
Process systems optimization, real-time and dynamic system

Abstract

This paper presents a new metaheuristic optimization algorithm called the Ninja Optimization Algorithm (NiOA) owing to its characteristics such as stealth, precision, and adaptability of the ninjas of Japan. NiOA is proposed to avoid high exploration and exploitation costs within such complex search spaces and to avoid the problem of getting trapped in local optima. The algorithm imitates ninja searching techniques because it has a scanning phase, adapted to search large areas to look for answers, while the more specific phase is used to refine the answers found. The performance of NiOA is compared with other benchmark optimization functions and some of the frequently used CEC 2005 benchmarks. These benchmarks are well suited to test unimodal and multimodal optimization problems of good quality. Experimental results prove that NiOA can significantly provide better optimization results regarding solution quality, convergence rate, and time complexity, suggesting that NiOA is a robust algorithm for solving high-dimensional large-scale optimization problems. Furthermore, it reveals that NiOA is applicable to solve different kinds of problem spaces, signifying that NiOA can be used in practice on scientific and engineering problems.

DOI

10.21608/jaiep.2024.386693

Keywords

Ninja Optimization Algorithm, metaheuristic, exploration and exploitation, complex problem solving, adaptive optimization

Authors

First Name

El-Sayed

Last Name

El-Kenawy

MiddleName

M.

Affiliation

1School of ICT, Faculty of Engineering, Design and Information & Communications Technology (EDICT), Bahrain Polytechnic, PO Box 33349, Isa Town, Bahrain. 2Jadara University Research Center, Jadara University, Jordan. 3Applied Science Research Center. Applied Science Private University, Amman, Jordan. 4Department of Communications and Electronics, Delta Higher Institute of Engineering and Technology, Mansoura 35111, Egypt.

Email

skenawy@ieee.org

City

-

Orcid

-

First Name

Faris H.

Last Name

Rizk

MiddleName

-

Affiliation

Computer Science and Intelligent Systems Research Center

Email

faris.rizk@jcsis.org

City

Blacksburg, Virginia

Orcid

-

First Name

Ahmed Mohamed

Last Name

Zaki

MiddleName

-

Affiliation

Computer Science and Intelligent Systems Research Center, Blacksburg 24060, Virginia, USA.

Email

azaki@jcsis.org

City

Blacksburg, Virginia

Orcid

0009-0004-7904-634X

First Name

Mahmoud

Last Name

Elshabrawy

MiddleName

-

Affiliation

Computer Science and Intelligent Systems Research Center, Blacksburg 24060, Virginia, USAon

Email

mshabrawy@jcsis.org

City

mansuora

Orcid

-

First Name

Abdelhameed

Last Name

Ibrahim

MiddleName

-

Affiliation

Faculty of Engineering, Design and Information & Communications Technology (EDICT), School of ICT, Bahrain Polytechnic, PO Box 33349, Isa Town, Bahrain

Email

abdelhameed.fawzy@polytechnic.bh

City

Isa Town

Orcid

0000-0002-8352-6731

First Name

Abdelaziz A.

Last Name

Abdelhamid

MiddleName

-

Affiliation

Department of Computer Science, Faculty of Computer and Information Sciences, Ain Shams University

Email

abdelaziz@cis.asu.edu.eg

City

Cairo

Orcid

-

First Name

Nima

Last Name

Khodadadi

MiddleName

-

Affiliation

Department of Civil and Architectural Engineering, University of Miami

Email

nima.khodadadi@miami.edu

City

Coral Gables

Orcid

-

First Name

Ehab

Last Name

ALmetwally

MiddleName

M.

Affiliation

Faculty of Science, Imam Mohammad Ibn Saud Islamic University, Riyadh, Saudi Arabia Faculty of Business Administration, Delta University for Science and Technology, Gamasa 11152, Egypt

Email

emalmetwally@imamu.edu.sa

City

Riyadh

Orcid

0000-0002-3888-1275

First Name

Marwa M.

Last Name

Eid

MiddleName

-

Affiliation

Faculty of Artiļ¬cial Intelligence, Delta University for Science and Technology

Email

mmm@ieee.org

City

Mansoura

Orcid

-

Volume

1

Article Issue

2

Related Issue

50979

Issue Date

2024-11-01

Receive Date

2024-04-22

Publish Date

2024-10-17

Page Start

17

Page End

35

Print ISSN

3009-7452

Online ISSN

3009-7002

Article File

JAIEP_Volume 1_Issue 2_Pages 17-35.pdf

PDF . 1.3MB

Link

https://jaiep.journals.ekb.eg/article_386693.html

Detail API

https://jaiep.journals.ekb.eg/service?article_code=386693

Order

386,693

Type

Original Article

Type Code

3,148

Publication Type

Journal

Publication Title

Journal of Artificial Intelligence in Engineering Practice

Publication Link

https://jaiep.journals.ekb.eg/

MainTitle

NiOA: A Novel Metaheuristic Algorithm Modeled on the Stealth and Precision of Japanese Ninjas

Details

Type

Article

Created At

21 Dec 2024