Water-salt transport optimizer for solving continuous and discrete global optimization problems
被引:0
|
作者:
Ren, Changjiang
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机构:
Nanchang Inst Technol, Sch water & soil conservat, Nanchang 330099, Jiangxi, Peoples R ChinaNanchang Inst Technol, Sch water & soil conservat, Nanchang 330099, Jiangxi, Peoples R China
Ren, Changjiang
[1
]
Guan, Ziyu
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机构:
China Inst Water Resources & Hydropower Res, State Key Lab Simulat & Regulat Water Cycle River, Beijing 100083, Peoples R ChinaNanchang Inst Technol, Sch water & soil conservat, Nanchang 330099, Jiangxi, Peoples R China
Guan, Ziyu
[2
]
机构:
[1] Nanchang Inst Technol, Sch water & soil conservat, Nanchang 330099, Jiangxi, Peoples R China
[2] China Inst Water Resources & Hydropower Res, State Key Lab Simulat & Regulat Water Cycle River, Beijing 100083, Peoples R China
Engineering design problems;
Water-salt transport optimizer;
Cold chain distribution logistics;
Vehicle routing problems;
ALGORITHM;
EVOLUTIONARY;
D O I:
10.1016/j.apm.2025.116029
中图分类号:
T [工业技术];
学科分类号:
08 ;
摘要:
The Water-Salt Transport Optimizer introduces a novel, nature-inspired metaheuristic model that blends the complexity of natural phenomena with computational efficiency for optimization tasks. Drawing inspiration from the transport of water and salt in soil, Water-Salt Transport Optimizer employs a unique, three-pronged approach: mechanical dispersion for global search, molecular diffusion for local refinement, and a distinctive particle mutation mechanism to preserve diversity. This combination effectively prevents premature convergence, fostering a dynamic search process that balances exploration and exploitation. Extensive benchmarking against 116 Congress on Evolutionary Computation 2017 benchmark functions, 6 engineering problems, 7 vehicle routing problems, and a cold chain distribution logistics model demonstrates Water-Salt Transport Optimizer 's superior performance, surpassing 33 established algorithms. Statistical analyses validate these findings, highlighting Water-Salt Transport Optimizer's adaptability and promising potential across a wide range of optimization applications. In the spirit of advancing collaborative research, all relevant materials related to Water-Salt Transport Optimizer will be made openly available upon acceptance to facilitate future investigations.
机构:
Shandong Normal Univ, Sch Informat Sci & Engn, Jinan 250358, Peoples R ChinaShandong Normal Univ, Sch Informat Sci & Engn, Jinan 250358, Peoples R China
Zhang, Qingke
Gao, Hao
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机构:
Shandong Normal Univ, Sch Informat Sci & Engn, Jinan 250358, Peoples R ChinaShandong Normal Univ, Sch Informat Sci & Engn, Jinan 250358, Peoples R China
Gao, Hao
Zhan, Zhi-Hui
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机构:
South China Univ Technol, Sch Comp Sci & Engn, Guangzhou 510006, Peoples R ChinaShandong Normal Univ, Sch Informat Sci & Engn, Jinan 250358, Peoples R China
Zhan, Zhi-Hui
Li, Junqing
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机构:
Shandong Normal Univ, Sch Informat Sci & Engn, Jinan 250358, Peoples R ChinaShandong Normal Univ, Sch Informat Sci & Engn, Jinan 250358, Peoples R China
Li, Junqing
Zhang, Huaxiang
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机构:
Shandong Normal Univ, Sch Informat Sci & Engn, Jinan 250358, Peoples R ChinaShandong Normal Univ, Sch Informat Sci & Engn, Jinan 250358, Peoples R China
机构:
Islamic Azad Univ, Dept Comp Engn, Sari Branch, Sari, IranIslamic Azad Univ, Dept Comp Engn, Sari Branch, Sari, Iran
Golalipour, Keyvan
Davoudkhani, Iraj Faraji
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机构:
Univ Mohaghegh Ardabili, Dept Elect Engn, Ardebil, IranIslamic Azad Univ, Dept Comp Engn, Sari Branch, Sari, Iran
Davoudkhani, Iraj Faraji
Nasri, Shohreh
论文数: 0引用数: 0
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机构:
Islamic Azad Univ, Dept Elect Engn, Najafabad Branch, Najafabad, Isfahan, IranIslamic Azad Univ, Dept Comp Engn, Sari Branch, Sari, Iran
Nasri, Shohreh
Naderipour, Amirreza
论文数: 0引用数: 0
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机构:
Univ Teknol Malaysia, Inst High Voltage & High Current, Fac Engn, Sch Elect Engn, Johor Baharu, MalaysiaIslamic Azad Univ, Dept Comp Engn, Sari Branch, Sari, Iran
Naderipour, Amirreza
Mirjalili, Seyedali
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机构:
Torrens Univ, Ctr Artificial Intelligence Res & Optimizat, Adelaide, Australia
Obuda Univ, Univ Res & Innovat Ctr, H-1034 Budapest, HungaryIslamic Azad Univ, Dept Comp Engn, Sari Branch, Sari, Iran
Mirjalili, Seyedali
Abdelaziz, Almoataz Y.
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机构:
Future Univ Egypt, Fac Engn & Technol, Cairo 11835, EgyptIslamic Azad Univ, Dept Comp Engn, Sari Branch, Sari, Iran
Abdelaziz, Almoataz Y.
El-Shahat, Adel
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机构:
Purdue Univ, Sch Engn Technol, Energy Technol Program, W Lafayette, IN 47906 USAIslamic Azad Univ, Dept Comp Engn, Sari Branch, Sari, Iran
机构:
Thompson Rivers Univ, Dept Math & Stat, Fac Sci, Kamloops, BC V2C 0C8, CanadaThompson Rivers Univ, Dept Math & Stat, Fac Sci, Kamloops, BC V2C 0C8, Canada
Tawhid, Mohamed A.
Ali, Ahmed F.
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机构:
Thompson Rivers Univ, Dept Math & Stat, Fac Sci, Kamloops, BC V2C 0C8, Canada
Suez Canal Univ, Fac Comp & Informat, Dept Comp Sci, Ismailia, EgyptThompson Rivers Univ, Dept Math & Stat, Fac Sci, Kamloops, BC V2C 0C8, Canada