Evolutionary game-based performance/default behavior analysis for manufacturing service collaboration supervision

被引:5
作者
Sun, Hanlin [1 ]
Zhang, Yongping [2 ]
Sheng, Guojun [3 ]
Zheng, Haitao [4 ]
Cheng, Ying [2 ]
Zhang, Yingfeng [5 ]
Tao, Fei [2 ,6 ]
机构
[1] Beihang Univ, Sino French Engineer Sch, Beijing 100191, Peoples R China
[2] Beihang Univ, Sch Automat Sci & Elect Engn, Beijing 100191, Peoples R China
[3] COSMO Ind Intelligence Res Inst Co Ltd, Qingdao 266100, Peoples R China
[4] Beihang Univ, Sch Econ & Management, Beijing 100191, Peoples R China
[5] Northwestern Polytech Univ, Sch Mech Engn, Xian 710072, Peoples R China
[6] Beihang Univ, Int Res Inst Multidisciplinary Sci, Digital Twin Int Res Ctr, Beijing 100191, Peoples R China
关键词
Manufacturing service collaboration; Performance/default behavior; Subjective preference; Evolutionary game; MANAGEMENT;
D O I
10.1016/j.aei.2024.102581
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Platform-based manufacturing service collaboration (MSC) is a growing trend of manufacturing enterprise cooperation in the era of digital economy. Multiple users have the right to choose collaboration online or offline. During the process of platform-MSC, the collaboration behavior choices may make other stakeholders' behaviors change passively, which result in the complex platform operation. Hence, platform-based MSC supervision considering the performance/default behavior of multiple users is crucial. This article proposes a tripartite evolutionary game model (i.e. consumers, providers and the operator) to analyze complex behaviors of users in platform-based MSC. This model can explore the impact of platform supervision measures on user performance/ default behavior taking into account users' bounded rationality and subjective preferences by simulating the learning, imitation, and dynamic evolution of collaboration behaviors among users. The experimental results provide insights into supervision measures optimization for platform-based MSC.
引用
收藏
页数:12
相关论文
共 32 条
[31]   Virtualization of Manufacturing Resources in Cloud Manufacturing Environment [J].
Zhang Zhe ;
Chen You-ling ;
Lyu Song-yang .
PROCEEDINGS OF THE 2019 INTERNATIONAL CONFERENCE ON ROBOTICS, INTELLIGENT CONTROL AND ARTIFICIAL INTELLIGENCE (RICAI 2019), 2019, :83-88
[32]   A Novel Co-Evolution Model Based on Evolutionary Game about Social Network [J].
Zhao, Nan ;
Miao, Shuaili ;
Zhang, Yuan .
SYMMETRY-BASEL, 2022, 14 (03)