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Green Reentrant Hybrid Flow Shop Scheduling Considering Deterioration Effects
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Song-kai ZHOU, Ji-dong MA*
Science Technology and Engineering | 2025, 25(8) : 3161 - 3171
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Science Technology and Engineering | 2025, 25(8): 3161-3171
General Industrial Technology
Green Reentrant Hybrid Flow Shop Scheduling Considering Deterioration Effects
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Song-kai ZHOU, Ji-dong MA*
Affiliations
  • College of Mechanical and Electrical Engineering Northeast Forestry University Harbin 150040 China
Published: 2025-03-18 doi: 10.12404/j.issn.1671-1815.2403349
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In practical production processes, equipment performance gradually degrades over time, leading to extended processing durations. To address this issue, an improved nondominated sorting genetic algorithm II (NSGA-II) was proposed for a re-entrant hybrid flow-shop scheduling problem that considers deterioration effects. Firstly, a mathematical model was formulated with the optimization objectives of minimizing makespan and reducing processing energy consumption. Secondly, a job-sequence-based encoding method was employed, and an energy-efficient scheduling decoding method that accounts for deterioration effects was designed. Additionally, to enhance population diversity, various mutation operators were introduced, and algorithm parameters were adaptively adjusted to prevent convergence to local optima. A variable neighborhood search strategy was also integrated to reinforce the local search capability of the algorithm. Finally, comparative experiments with other algorithms on ten different scale test instances demonstrated that the proposed algorithm delivers superior solution quality, along with better diversity and convergence properties.

equipment performance  /  deterioration effect  /  improved nondominated sorting genetic algorithm II (INSGA-II)  /  re-entrant hybrid flow-shop  /  energy-efficient scheduling
Song-kai ZHOU, Ji-dong MA. Green Reentrant Hybrid Flow Shop Scheduling Considering Deterioration Effects[J]. Science Technology and Engineering, 2025 , 25 (8) : 3161 -3171 . DOI: 10.12404/j.issn.1671-1815.2403349
Year 2025 volume 25 Issue 8
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Article Info
doi: 10.12404/j.issn.1671-1815.2403349
  • Receive Date:2024-05-07
  • Online Date:2025-07-29
  • Published:2025-03-18
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  • Received:2024-05-07
  • Revised:2024-12-25
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    College of Mechanical and Electrical Engineering Northeast Forestry University Harbin 150040 China
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表12种不同金属材料的力学参数

Family
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Number of
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种数
Number of
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Number of
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鹅膏菌科Amanitaceae 2 11 5.26 鹅膏菌属 Amanita 10 4.78
小菇科 Mycenaceae 2 12 5.74 丝盖伞属 Inocybe 5 2.39
多孔菌科 Polyporaceae 8 14 6.70 蜡蘑属 Laccaria 5 2.39
红菇科 Russulaceae 3 23 11.00 小皮伞属 Marasmius 6 2.87
小菇属 Mycena 11 5.26
光柄菇属 Pluteus 5 2.39
红菇属 Russula 17 8.13
栓菌属 Trametes 5 2.39
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