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Author:

Xiang, Yue (Xiang, Yue.) | Guo, Jingjing (Guo, Jingjing.) | Jiang, Chao (Jiang, Chao.) | Ma, Haibao (Ma, Haibao.) | Liu, Mandan (Liu, Mandan.)

Indexed by:

EI Scopus SCIE

Abstract:

In this paper, we propose a Multi-objective Five-element Cycle Optimization algorithm based on Multi-strategy fusion (MOFECO-MS) to address the Bi-objective Traveling Thief Problem (BITTP), an extension of the Traveling Thief Problem that incorporates two conflicting objectives. The novelty of our approach lies in a unique individual selection strategy coupled with an innovative element update mechanism rooted in the Five-element Cycle Model. To balance global exploration and local exploitation, the algorithm categorizes the population into distinct groups and applies crossover operations both within and between these groups, while also employing a mutation operator for local searches on the best individuals. This coordinated approach optimizes parameter settings and enhances the search capabilities of the algorithm. Extensive experiments were conducted on nine BITTP instances, comparing MOFECO-MS against eight state-of-the-art multi-objective optimization algorithms. The results show that MOFECO-MS excels in both Hypervolume (HV) and Spread (SP) indicators, while also maintaining a high level of Pure Diversity (PD). Overall, MOFECO-MS outperformed the other algorithms in most instances, demonstrating its superiority and robustness in solving complex multi-objective optimization problems.

Keyword:

five-element cycle model multi-objective evolutionary optimization exploration and exploitation bi-objective traveling thief problem

Author Community:

  • [ 1 ] [Xiang, Yue]East China Univ Sci & Technol, Key Lab Smart Mfg Energy Chem Proc, Minist Educ, Shanghai 200237, Peoples R China
  • [ 2 ] [Liu, Mandan]East China Univ Sci & Technol, Key Lab Smart Mfg Energy Chem Proc, Minist Educ, Shanghai 200237, Peoples R China
  • [ 3 ] [Guo, Jingjing]Space Engn Univ, Dept Aerosp Sci & Technol, Beijing 101416, Peoples R China
  • [ 4 ] [Jiang, Chao]Beijing Univ Technol, Beijing Artificial Intelligence Inst, Fac Informat Technol,Minist Educ,Key Lab Computat, Engn Res Ctr Digital Community,Beijing Key Lab Com, Beijing 100124, Peoples R China
  • [ 5 ] [Jiang, Chao]Beijing Univ Technol, Beijing Lab Intelligent Environm Protect, Beijing 100124, Peoples R China
  • [ 6 ] [Ma, Haibao]Vanderlande Ind Logist Automated Syst Shanghai Co, Technol Ctr, Shanghai 200131, Peoples R China

Reprint Author's Address:

  • [Liu, Mandan]East China Univ Sci & Technol, Key Lab Smart Mfg Energy Chem Proc, Minist Educ, Shanghai 200237, Peoples R China;;

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Source :

APPLIED SCIENCES-BASEL

Year: 2024

Issue: 17

Volume: 14

2 . 7 0 0

JCR@2022

Cited Count:

WoS CC Cited Count: 1

SCOPUS Cited Count: 1

ESI Highly Cited Papers on the List: 0 Unfold All

WanFang Cited Count:

Chinese Cited Count:

30 Days PV: 3

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