Game Theoretical Approach for Customer Driven Job Scheduling Considering Carbon Emissions In Service-Oriented Manufacturing

被引:0
|
作者
Lan, Yulong [1 ,2 ]
Tian, Changle [2 ]
Li, Bangyi [1 ]
Fan, Jinbu [2 ]
Liu, Chun [2 ]
He, Changzheng [2 ]
Jiang, Min [2 ]
Xue, Guangku [2 ]
机构
[1] Nanjing Univ Aeronaut & Astronaut, Coll Econ & Management, Nanjing 210016, Peoples R China
[2] AVIC Chengdu Aircraft Ind Grp COLTD, Chengdu, Peoples R China
关键词
service-oriented manufacturing; scheduling; Nash Equilibrium; non-cooperative game;
D O I
10.1109/ICMIMT55556.2022.9845264
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
This paper presents a novel scheduling solution for optimizing the carbon emissions and makespan of each job from different customers in service-oriented manufacturing environments. The paper first presents a new job scheduling problem considering carbon emissions by distinguishing the concepts and requirements of job scheduling in the service-oriented manufacturing environment from those in the traditional manufacturing environment. Secondly, a game-theory mathematical model is constructed to deal with this new job scheduling problem. In this model, the scheduling problem is formulated as an N-person non-cooperative game with complete information, where the players refer to the jobs submitted by different customers, a set of strategies of each player refer to machines in a service-oriented manufacturing workshop, and the payoffs refer to the makespan and carbon emissions of each job. Therefore, obtaining the optimal scheduling results is determined by the Nash Equilibrium (NE) point of this game. To find the NE point, a genetic algorithm combining local search is developed to effectively solve the above model. Finally, simulation case is designed and the results demonstrate the feasibility of the approach.
引用
收藏
页码:59 / 64
页数:6
相关论文
共 50 条
  • [1] Does service-oriented manufacturing improve customer stability?
    Ou, Ling
    [J]. HELIYON, 2024, 10 (16)
  • [2] Customer demand prediction of service-oriented manufacturing incorporating customer satisfaction
    Cao, Jin
    Jiang, Zhibin
    Wang, Kangzhou
    [J]. INTERNATIONAL JOURNAL OF PRODUCTION RESEARCH, 2016, 54 (05) : 1303 - 1321
  • [3] Game Portability Using a Service-Oriented Approach
    BinSubaih, Ahmed
    Maddock, Steve
    [J]. INTERNATIONAL JOURNAL OF COMPUTER GAMES TECHNOLOGY, 2008, 2008
  • [4] A Service-Oriented Approach for Increasing Flexibility in Manufacturing
    Groba, Christin
    Braun, Iris
    Springer, Thomas
    Wollschlaeger, Martin
    [J]. WFCS 2008: IEEE INTERNATIONAL WORKSHOP ON FACTORY COMMUNICATION SYSTEMS, PROCEEDINGS, 2008, : 415 - +
  • [5] Increasing the Flexibility of Manufacturing: A Service-oriented Approach in Automation
    Schaefer, Stephan
    Schoettke, Dirk
    Kaempfe, Thomas
    Kroenke, Dietrich
    Berger, Ulrich
    Tauber, Bernd
    [J]. 2016 IEEE 21ST INTERNATIONAL CONFERENCE ON EMERGING TECHNOLOGIES AND FACTORY AUTOMATION (ETFA), 2016,
  • [6] A Service-Oriented Approach for Holonic Manufacturing Control and Beyond
    Van Belle, Jan
    Philips, Johan
    Ali, Osman
    Saint Germain, Bart
    Van Brussel, Hendrik
    Valckenaers, Paul
    [J]. SERVICE ORIENTATION IN HOLONIC AND MULTI-AGENT MANUFACTURING CONTROL, 2012, 402 : 1 - 20
  • [7] New IT Driven Service-Oriented Smart Manufacturing: Framework and Characteristics
    Tao, Fei
    Qi, Qinglin
    [J]. IEEE TRANSACTIONS ON SYSTEMS MAN CYBERNETICS-SYSTEMS, 2019, 49 (01): : 81 - 91
  • [8] Joint Optimization of Process Flow and Scheduling in Service-Oriented Manufacturing Systems
    Vargas, Joe
    Calvo, Roque
    [J]. MATERIALS, 2018, 11 (09)
  • [9] Optimal production control of a service-oriented manufacturing system with customer balking behavior
    Kangzhou Wang
    Zhibin Jiang
    Na Li
    Na Geng
    [J]. Flexible Services and Manufacturing Journal, 2014, 26 : 387 - 407
  • [10] Optimal production control of a service-oriented manufacturing system with customer balking behavior
    Wang, Kangzhou
    Jiang, Zhibin
    Li, Na
    Geng, Na
    [J]. FLEXIBLE SERVICES AND MANUFACTURING JOURNAL, 2014, 26 (03) : 387 - 407