Intelligent decision-making model based on minority game for resource allocation in cloud manufacturing

Author:

Carlucci Daniela,Renna PaoloORCID,Materi Sergio,Schiuma Giovanni

Abstract

PurposeThis paper proposes a model based on minority game (MG) theory to support the decision-making regarding the efficient allocation and exploitation of resources/services among the partners of a cloud manufacturing (CMfg) system. CMfg system is a new manufacturing paradigm to share manufacturing capabilities and resources on a cloud platform. The use of a decision model to organize and manage the resources and services provided by the autonomous participants of a CMfg has crucial relevance for the system's effectiveness and efficiency.Design/methodology/approachThis research proposes a noncooperation model based on MG theory. The MG is designed to make decisions on the use of resources/services among the partners of CMfg with private information. A simulation environment was developed to test the efficiency of the proposed decision model. Moreover, an ideal decision model with complete information among the partners was used as a benchmark model.FindingsThe simulation results show how the application of the proposed MG model outperforms the MG model usually proposed in the literature. In particular, the proposed decision model based on private information has an efficiency closer to the ideal model with complete information among the partners of a CMfg.Originality/valueThis paper advances knowledge about the application of MG in the field of CMfg system. The proposed decision-making model based on MG is a promising approach to help enterprises, and especially small and medium enterprises, to participate in CMfg initiatives and to develop their business.

Publisher

Emerald

Subject

Management Science and Operations Research,General Business, Management and Accounting

Reference58 articles.

1. Cloud manufacturing – a critical review of recent development and future trends;International Journal of Computer Integrated Manufacturing,2017

2. Supporting capacity sharing in the cloud manufacturing environment based on game theory and fuzzy logic;Enterprise Information Systems,2015

3. Emergence of cooperation and organization in an evolutionary game;Physica A,1997

4. From minority games to real markets;Quantitative Finance,2001

5. Strengthening the competitiveness and sustainability of a semiconductor manufacturer with cloud manufacturing;Sustainability,2014

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