Accelerated Arithmetic Optimization Algorithm by Cuckoo Search for Solving Engineering Design Problems

Mohammad Hijjawi; Mohammad Alshinwan; Osama A. Khashan; Marah Alshdaifat; Waref Almanaseer; Waleed Alomoush; Harish Garg; Laith Abualigah

LAPSE

Living Archive for Process Systems Engineering

LAPSE:2023.35950

Published Article

LAPSE:2023.35950

Accelerated Arithmetic Optimization Algorithm by Cuckoo Search for Solving Engineering Design Problems

Mohammad Hijjawi, Mohammad Alshinwan, Osama A. Khashan, Marah Alshdaifat, Waref Almanaseer, Waleed Alomoush, Harish Garg, Laith Abualigah

June 7, 2023

Several metaheuristic algorithms have been implemented to solve global optimization issues. Nevertheless, these approaches require more enhancement to strike a suitable harmony between exploration and exploitation. Consequently, this paper proposes improving the arithmetic optimization algorithm (AOA) to solve engineering optimization issues based on the cuckoo search algorithm called AOACS. The developed approach uses cuckoo search algorithm operators to improve the ability of the exploitation operations of AOA. AOACS enhances the convergence ratio of the presented technique to find the optimum solution. The performance of the AOACS is examined using 23 benchmark functions and CEC-2019 functions to show the ability of the proposed work to solve different numerical optimization problems. The proposed AOACS is evaluated using four engineering design problems: the welded beam, the three-bar truss, the stepped cantilever beam, and the speed reducer design. Finally, the results of the proposed approach are compared with state-of-the-art approaches to prove the performance of the proposed AOACS approach. The results illustrated an outperformance of AOACS compared to other methods of performance measurement.

Record ID

LAPSE:2023.35950

Keywords

AOA, cuckoo search, Machine Learning, Truss bar, welded beam

Subject

Energy Systems

Suggested Citation

Hijjawi M, Alshinwan M, Khashan OA, Alshdaifat M, Almanaseer W, Alomoush W, Garg H, Abualigah L. Accelerated Arithmetic Optimization Algorithm by Cuckoo Search for Solving Engineering Design Problems. (2023). LAPSE:2023.35950

Author Affiliations

Hijjawi M: Faculty of Information Technology, Applied Science Private University, Amman 11931, Jordan
Alshinwan M: Faculty of Information Technology, Applied Science Private University, Amman 11931, Jordan; MEU Research Unit, Middle East University, Amman 11831, Jordan [ORCID]
Khashan OA: Research and Innovation Centers, Rabdan Academy, Abu Dhabi P.O. Box 114646, United Arab Emirates [ORCID]
Alshdaifat M: Faculty of Engineering, Department of Civil Engineering, The Hashemite University, Zarqa 13133, Jordan
Almanaseer W: Faculty of Information Technology, Applied Science Private University, Amman 11931, Jordan
Alomoush W: School of Information Technology, Skyline University College, Sharjah P.O. Box 1797, United Arab Emirates [ORCID]
Garg H: School of Mathematics, Thapar Institute of Engineering & Technology, Deemed University, Patiala 147004, India; Applied Science Research Center, Applied Science Private University, Amman 11931, Jordan; Department of Mathematics, Graphic Era Deemed to be Un [ORCID]
Abualigah L: MEU Research Unit, Middle East University, Amman 11831, Jordan; Applied Science Research Center, Applied Science Private University, Amman 11931, Jordan; Computer Science Department, Prince Hussein Bin Abdullah Faculty for Information Technology, Al al-Ba [ORCID]

Journal Name

Processes

Volume

11

Issue

5

First Page

1380

Year

2023

Publication Date

2023-05-03