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Geyser Inspired Algorithm:A New Geological-inspired Meta-heuristic for Real-parameter and Constrained Engineering Optimization

摘要Over the past years,many efforts have been accomplished to achieve fast and accurate meta-heuristic algorithms to optimize a variety of real-world problems.This study presents a new optimization method based on an unusual geological phenomenon in nature,named Geyser inspired Algorithm(GEA).The mathematical modeling of this geological phenomenon is carried out to have a better understanding of the optimization process.The efficiency and accuracy of GEA are verified using sta-tistical examination and convergence rate comparison on numerous CEC 2005,CEC 2014,CEC 2017,and real-parameter benchmark functions.Moreover,GEA has been applied to several real-parameter engineering optimization problems to evalu-ate its effectiveness.In addition,to demonstrate the applicability and robustness of GEA,a comprehensive investigation is performed for a fair comparison with other standard optimization methods.The results demonstrate that GEA is noticeably prosperous in reaching the optimal solutions with a high convergence rate in comparison with other well-known nature-inspired algorithms,including ABC,BBO,PSO,and RCGA.Note that the source code of the GEA is publicly available at https://www.optim-app.com/projects/gea.

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作者 Mojtaba Ghasemi [1] Mohsen Zare [2] Amir Zahedi [3] Mohammad-Amin Akbari [4] Seyedali Mirjalili [5] Laith Abualigah [6] 学术成果认领
作者单位 Department of Electronics and Electrical Engineering,Shiraz University of Technology,Shiraz,Iran [1] Department of Electrical Engineering,Faculty of Engineering,Jahrom University,Jahrom,Fras,Iran [2] Department of Electrical and Computer Engineering,Tarbiat Modares University,Tehran,Iran [3] Department of Electrical and Computer Engineering,University of Cyprus,Nicosia,Cyprus [4] Centre for Artificial Intelligence Research and Optimisation,Torrens University Australia,Brisbane,QLD 4006,Australia;University Research and Innovation Center,Obuda University,1034 Budapest,Hungary [5] Department of Electrical and Computer Engineering,Lebanese American University,Byblos 13-5053,Lebanon;Hourani Center for Applied Scientific Research,Al-Ahliyya Amman University,Amman 19328,Jordan;MEU Research Unit,Middle East University,Amman 11831,Jordan;Applied Science Research Center,Applied Science Private University,Amman 11931,Jordan [6]
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DOI 10.1007/s42235-023-00437-8
发布时间 2024-03-27(万方平台首次上网日期,不代表论文的发表时间)
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仿生工程学报(英文版)

仿生工程学报(英文版)

2024年21卷1期

374-408页

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