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面向低碳排放的航空零件柔性作业车间调度优化

刘慧 徐志涛 陈文飞 胡泽儒

航空科学技术2024,Vol.35Issue(2):47-57,11.
航空科学技术2024,Vol.35Issue(2):47-57,11.DOI:10.19452/j.issn1007-5453.2024.02.006

面向低碳排放的航空零件柔性作业车间调度优化

Aerial Accessory Flexible Job Shop Scheduling Optimization Considering Carbon Low Emissions

刘慧 1徐志涛 2陈文飞 3胡泽儒4

作者信息

  • 1. 南京航空航天大学,江苏 南京 211106
  • 2. 南京航空航天大学,江苏 南京 211106||智能决策与数字化运营工业和信息化部重点实验室,江苏 南京 211106
  • 3. 宁波市特种设备检验研究院,浙江 宁波 315211
  • 4. 中国船级社质量认证公司重庆分公司,重庆 400011
  • 折叠

摘要

Abstract

Carbon emission reduction in aerial accessory manufacturing is one of the main ways to achieve green aviation industry.In this paper,it consider the multi-specification and small-batch production as well as the cooperation between the workforce and the machine for low-carbon scheduling optimization in aerial accessory flexible job shop.The proposed model aims to minimize the maximum makespan,total machine load and energy consumption considering the energy consumption of the machines under various working consideration.Firstly,a four layer coding method is used to realize the rational allocation of machines and personnel.Secondly,in order to avoid the premature problem of the algorithm and obtain high-quality solutions,the non-dominated sorting genetic algorithm-Ⅱ(NSGA-Ⅱ)with neighborhood search was proposed.Finally,the mathematical model and the modified NSGA-Ⅱ are verified using a real-world case.The results show that the proposed approach is able to generate low-carbon solutions for aerial accessory flexible job shop scheduling while promising a high manufacturing efficiency and a low manufacturing cost.

关键词

航空零件制造/柔性作业车间调度/人机协作/多目标优化/NSGA-Ⅱ算法

Key words

aerial accessory manufacturing/flexible job shop scheduling/man-machine cooperation/multi-objective optimization/NSGA-Ⅱ algorithm

分类

航空航天

引用本文复制引用

刘慧,徐志涛,陈文飞,胡泽儒..面向低碳排放的航空零件柔性作业车间调度优化[J].航空科学技术,2024,35(2):47-57,11.

基金项目

航空科学基金(2018ZE52057) (2018ZE52057)

江苏高校哲学社会科学研究重大项目(2023SJZD127) (2023SJZD127)

中央高校基本科研业务费专项资金(ND2023006,NJ2023027)Aeronautical Science Foundation of China(2018ZE52057) (ND2023006,NJ2023027)

Major Program of the Philosophy and Social Scienc-es in Jiangsu Universities(2023SJZD127) (2023SJZD127)

Fundamental Research Funds for the Central Universities(ND2023006,NJ2023027) (ND2023006,NJ2023027)

航空科学技术

1007-5453

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