420976

Human-Based Optimization Algorithms and Their Applications

Article

Last updated: 09 Apr 2025

Subjects

-

Tags

Applied and Basic Science.

Abstract

Human-based algorithms are a type of meta-heuristic algorithm inspired by human behavior, problem-solving strategies, and social interaction. In this paper, human-based meta-heuristic algorithms are presented, as their advantages, limitations, and applications. This paper has an assessment of the rapid evolution of human-based metaheuristic thoughts, their covering towards a unified tissue, and the richness of possible applications in optimization problems. The paper briefly surveys some different human-based meta-heuristic algorithms aiming to solve optimization problems. Human-based algorithms have at least eleven algorithms: Driving Training-Based Optimization (DTBO), Chef-Based Optimization Algorithm (CBOA), Teaching–learning‑based optimization (TLBO), Technical and Vocational Education and Training-Based Optimizer (TVETBO), Sewing Training-Based Optimization (STBO), Volleyball Premier League Algorithm (VPL), Election-Based Optimization Algorithm (EBOA), Interior Search Algorithm (ISA), Social Engineering Optimizer (SEO), Human Behavior-Based Optimization (HBBO) and Seeker Optimization Algorithm (SOA). These algorithms mimic the problem-solving strategies employed by humans to tackle complex optimization tasks. From simulated annealing to genetic algorithms, HBOAs encompass a diverse range of techniques, each offering unique advantages and applications across various domains.

DOI

10.21608/bjas.2025.280508.1389

Keywords

Optimization problem, Human-based metaheuristic algorithm, Stochastic algorithms, Applied Mathematics, Population matrix

Authors

First Name

Mostafa

Last Name

Saber

MiddleName

Mounir

Affiliation

Basic Engineering Siences,Benha Faculty of Engineering,Benha University,Benha,Egypt

Email

prof.m.o.mounir@gmail.com

City

Banha

Orcid

-

First Name

Mohamed

Last Name

A.Elsayed

MiddleName

-

Affiliation

Basic Sciences Department, Benha Faculty Engineering, Benha,Egypt

Email

mohamedali20008@yahoo.com

City

-

Orcid

-

First Name

Ahmed

Last Name

Meshref

MiddleName

-

Affiliation

Civil Department, Benha Faculty of Engineering, Benha University,Egypt

Email

dr.ahmednouh@bhit.bu.edu.eg

City

-

Orcid

0000-0002-9861-542X

First Name

Mohamed

Last Name

A Elsisy

MiddleName

-

Affiliation

Basic Sciences Department, Benha Faculty of Engineering, Benha University,Egypt

Email

mohamedelsisy2@gmail.com

City

-

Orcid

-

Volume

9

Article Issue

5

Related Issue

46897

Issue Date

2024-05-01

Receive Date

2024-03-31

Publish Date

2024-05-01

Page Start

289

Page End

320

Print ISSN

2356-9751

Online ISSN

2356-976X

Link

https://bjas.journals.ekb.eg/article_420976.html

Detail API

http://journals.ekb.eg?_action=service&article_code=420976

Order

420,976

Type

Original Research Papers

Type Code

1,647

Publication Type

Journal

Publication Title

Benha Journal of Applied Sciences

Publication Link

https://bjas.journals.ekb.eg/

MainTitle

Human-Based Optimization Algorithms and Their Applications

Details

Type

Article

Created At

09 Apr 2025