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The Supply Chain Network on Cloud Manufacturing Environment Based on COIN Model with Q-Learning Algorithm

  • Beihang University

科研成果: 书/报告/会议事项章节会议稿件同行评审

摘要

Cloud manufacturing is applied to a lot of fields to innovate more advanced development structure for industrial 4.0 while the supply chain network in cloud manufacturing context displays more transparent information communication with each agent. At the same time, each participant in this kind of environment can make decisions refer more information and adapt more advanced algorithm to raise the profit and reduce the cost. In this paper, we use COIN (collective intelligence) model to simulate a dynamic market with basic four roles and access the Q-learning algorithm to manage the supply chain. We conclude that the Q-learning used in retailers will lead the trendy of regular performance to a stable state although the time it cost to reach the optimal state is not always short.

源语言英语
主期刊名Proceedings - 2017 5th International Conference on Enterprise Systems
主期刊副标题Industrial Digitalization by Enterprise Systems, ES 2017
编辑Zhibo Pang, Lefei Li, Gang Li
出版商Institute of Electrical and Electronics Engineers Inc.
52-56
页数5
ISBN(电子版)9781538609361
DOI
出版状态已出版 - 22 11月 2017
活动5th International Conference on Enterprise Systems, ES 2017 - Beijing, 中国
期限: 22 9月 201724 9月 2017

出版系列

姓名Proceedings - 2017 5th International Conference on Enterprise Systems: Industrial Digitalization by Enterprise Systems, ES 2017

会议

会议5th International Conference on Enterprise Systems, ES 2017
国家/地区中国
Beijing
时期22/09/1724/09/17

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