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Collaborative status control-based energy-aware scheduling for distributed hybrid machine shop using utilization-efficient intermingled optimization

delete2025-10-28
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PRE
AI
M
Miao Yang
李聪波 (Congbo Li) *
W
Wei Wu
吕燕 (Yan Lv)
DOI:10.1016/j.swevo.2025.102197delete
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Abstract

Abstract

En 中文
Distributed hybrid machine shop (DHMS) generally has more shops and machine tools, which consume significant energy with low efficiency. Therefore, it is crucial to save energy for DHMS. However, as the main energy consumers, certain machine tools incur substantial energy waste for waiting workpieces. It is hopeful to collaboratively switch machine tools in distributed shops among multiple operating states with varying power consumption for enhancing industrial sustainability in the machining sector. Therefore, a collaborative status control-based energy-aware scheduling approach using a utilization-efficient intermingled optimization is proposed for DHMSs in this paper. First, a collaborative status control strategy that categories machine tools into seven statuses is proposed, and an energy-aware scheduling model is developed. Then, a utilization-efficient intermingled optimization method, which is jointly enabled by distributed computing and multi-thread computing strategies with the advantages of different heuristic algorithms, is proposed to maximize the efficiency of decision-making. A case study is conducted to exemplify the effectiveness and the advantages of the proposed approach through verification and comparisons. The outcomes indicate that the proposed approach can generate optimized production schedules for machining sectors with reduced energy consumption and improved production efficiency.

Journal

Swarm and Evolutionary Computation cover
Swarm and Evolutionary Computation
IF:
8.5
Papers:
2.2K
Citations:
1.0W

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C
Chongqing Technology and Business University
Scholars:
836
Papers: 349
Citations: 3.7K
H
hong kong polytechnic university
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Papers: 4.1W
Citations: 921
C
Chongqing University
Scholars:
5.1W
Papers: 4.1W
Citations: 6.0W
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