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author:

Luan, Fei (Luan, Fei.) [1] | Tang, Biao (Tang, Biao.) [2] | Li, Ye (Li, Ye.) [3] | Liu, Shi Qiang (Liu, Shi Qiang.) [4] | Yang, Xueqin (Yang, Xueqin.) [5] | Masoud, Mahmoud (Masoud, Mahmoud.) [6] | Feng, Baoyu (Feng, Baoyu.) [7]

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Abstract:

As environmental contamination becomes more and more severe, enterprises need to consider optimizing environmental criteria while optimizing production criteria. In this study, a multi-objective green flexible job shop scheduling problem (MO GFJSP) is established with two objective functions: the makespan and the carbon emission. To effectively solve the MO GFJSP, an improved chimp optimization algorithm (IChOA) is designed. The proposed IChOA has four main innovative aspects: 1) the fast non-dominated sorting (FDS) method is introduced to compare the individuals with multiple objectives and strengthen the solution accuracy.2) a dynamic convergence factor (DCF) is introduced to strengthen the capabilities of exploration and exploitation. 3) the position weight (PW) is used in the individual position updating to enhance the search efficiency.4) the variable neighborhood search (VNS) is developed to strengthen the capacity to get out of – escape the local optimum. By executing abundant experiments using 20 benchmark instances, it was demonstrated that the developed IChOA is efficient to solve the MO GFJSP and effective for reducing carbon emission in the flexible job shop. © 2024 – IOS Press. All rights reserved.

Keyword:

Benchmarking Carbon Job shop scheduling Multiobjective optimization

Community:

  • [ 1 ] [Luan, Fei]College of Mechanical and Electrical Engineering, Shaanxi University of Science & Technology, Shaanxi, Xi’an, China
  • [ 2 ] [Luan, Fei]Shaanxi Research Institute of Agricultural Products Processing Technology, Shaanxi, Xi’an, China
  • [ 3 ] [Tang, Biao]College of Mechanical and Electrical Engineering, Shaanxi University of Science & Technology, Shaanxi, Xi’an, China
  • [ 4 ] [Li, Ye]Ulster College, Shaanxi University of Science & Technology, Shaanxi, Xi’an, China
  • [ 5 ] [Liu, Shi Qiang]School of Economics and Management, Fuzhou University, Fujian, Fuzhou, China
  • [ 6 ] [Yang, Xueqin]College of Mechanical and Electrical Engineering, Shaanxi University of Science & Technology, Shaanxi, Xi’an, China
  • [ 7 ] [Masoud, Mahmoud]Department of Information Systems and Operations Management, King Fahd University of Petroleum & Minerals, Dhahran, Saudi Arabia
  • [ 8 ] [Masoud, Mahmoud]Center for Smart Mobility and Logistics, King Fahd University of Petroleum & Minerals, Dhahran, Saudi Arabia
  • [ 9 ] [Feng, Baoyu]Xi’an Natural Gas Engineering Co., Ltd, Shaanxi, Xi’an, China

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Source :

Journal of Intelligent and Fuzzy Systems

ISSN: 1064-1246

Year: 2024

Issue: 4

Volume: 46

Page: 7697-7710

1 . 7 0 0

JCR@2023

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ESI Highly Cited Papers on the List: 0 Unfold All

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30 Days PV: 2

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