多目标柔性作业车间低碳调度研究
Research on low carbon scheduling of multi-objective flexible job shop
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摘要: 针对作业车间低碳调度问题，提出了基于遗传变邻域混合算法的多目标柔性作业车间低碳调度模型.该模型在核算机械加工系统碳排放量时，综合考虑了由机器消耗能源直接产生的碳排放和处理废弃物间接产生的碳排放，建立了完工时间、机器总负载和碳排放量的目标函数，并采用多目标加权法对目标函数进行加权求和，最后利用遗传变邻域混合算法对调度模型进行求解.仿真结果表明，本文模型可以在保证完工时间和设备利用率均衡的前提下，减少生产过程中的碳排放量，验证了该模型的可行性和有效性.Abstract: Aiming at the low carbon job shop scheduling problem, a low carbon scheduling model of multi-objective flexible job shop based on genetic variable neighborhood hybrid algorithm was proposed. When calculating the carbon emissions of mechanical processing system, the carbon emissions directly generated by machine energy consumption and indirect carbon emissions from waste treatment were comprehensively considered. The objective functions of completion time, total machine load and carbon emissions were established. The multi-objective weighting method was used to sum up the objective functions. Finally, the genetic variable neighborhood hybrid algorithm was used to optimize the scheduling model. The simulation results showed that the model could reduce carbon emissions in the production process under the premise of ensuring the balance of completion time and equipment utilization, which verified the feasibility and effectiveness of the model.
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[1]
孟磊磊,张超勇,邵新宇,等.面向节能的工艺规划与调度集成问题建模研究[J].机械工程学报,2019,55(16):185.
-
[2]
黄夏宝,魏淑玲.考虑低碳的高维多目标柔性作业车间调度[J].武汉理工大学学报,2019,41(6):592.
-
[3]
孙丽珍,毕利.多约束条件下的动态柔性作业车间调度研究[J].控制工程,2019,18(12):1.
-
[4]
徐本柱,费晓璐,章兴玲.柔性作业车间批量划分与并行调度优化[J].计算机集成制造系统,2016,22(8):1953.
-
[5]
GAREY M R, SETHI J R.The complexity of flowshop and jobshop scheduling[J].Mathematics of Operations Research,1976,1(2):117.
-
[6]
吴秀丽,孙阳君.机器多转速的柔性作业车间绿色调度问题[J].计算机集成制造系统,2018,24(4):862.
-
[7]
GOKAN M,BOJAN S,MARCO T.Multi-objective genetic algorithm for energy-efficient job shop scheduling[J].International Journal of Production Research,2015,53(23):1.
-
[8]
LIU Y,TIWARI A.An investigation into minimising total energy consumption and total completion time in a flexible job shop for recycling carbon fiber reinforced polymer[J].Procedia CIRP,2015,29:722.
-
[9]
解潇晗,朱晓春,周琦,等.低能耗柔性作业车间调度研究[J].机电工程,2020,37(2):132.
-
[10]
张国辉,张海军,张理涛,等.改进遗传算法求解低碳约束的柔性车间调度问题[J].组合机床与自动化加工技术,2018(6):180.
-
[11]
刘献礼,陈涛.机械制造中的低碳制造理论与技术[J].哈尔滨理工大学学报,2011,16(1):1.
-
[12]
栾飞,蔡宗琰,吴书强,等.求解低碳车间调度问题的改进鲸鱼算法[J].机械科学与技术,2020(4):1.
-
[13]
施金良,刘飞,许弟建,等.数控机床空载运行时节能决策模型及实用方法[J].中国机械工程,2009,20(11):1344.
-
[14]
李先广,杨勇,李聪波,等.面向绿色制造的干式齿轮加工过程碳排放分析[J].中国机械工程,2014,25(16):2184.
-
[15]
刘琼,田有全,SUTHERLAND J W,等.产品制造过程碳足迹核算及其优化问题[J].中国机械工程,2015,26(17):2336.
-
[16]
罗雄,钱谦,伏云发.遗传算法解柔性作业车间调度问题应用综述[J].计算机工程与应用,2019,55(23):15.
-
[17]
MALAKOOTI B.Systematic decision process for intelligent decision making[J].Journal of Intelligent Manufacturing,2011,22(4):627.
-
[18]
高亮,张国辉,王晓娟.柔性作业车间调度智能算法及其应用[M].武汉:华中科技大学出版社,2012.
-
[19]
李云龙,罗国富,文笑雨,等.基于混合遗传算法的云制造环境下柔性作业车间调度方案[J].轻工学报,2020,35(3):99.
-
[20]
吴树景,游有鹏,罗福源.变邻域保优遗传算法求解柔性车间调度问题[J].计算机工程与应用,2020,18(20):1.
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