主管:中国科学院
主办:中国优选法统筹法与经济数学研究会
   中国科学院科技战略咨询研究院

中国管理科学 ›› 2023, Vol. 31 ›› Issue (10): 20-29.doi: 10.16381/j.cnki.issn1003-207x.2020.2084

• • 上一篇    下一篇

供应链合作管理的新途径:智慧契约设计

于辉(),宫雨,李勇   

  1. 重庆大学经济与工商管理学院,重庆 400030
  • 收稿日期:2020-11-09 修回日期:2021-03-06 出版日期:2023-10-15 发布日期:2023-11-03
  • 通讯作者: 于辉 E-mail:yuhui@cqu.edu.cn
  • 基金资助:
    国家自然科学基金资助面上项目(72172019);中央高校基本科研业务费资助项目(2021CDJSKJC11)

A Novel Approach to Supply Chain Cooperative Management: the Design of Intelligent Contract

Hui YU(),Yu GONG,Yong LI   

  1. School of Economics and Business Administration,Chongqing University,Chongqing 400030,China
  • Received:2020-11-09 Revised:2021-03-06 Online:2023-10-15 Published:2023-11-03
  • Contact: Hui YU E-mail:yuhui@cqu.edu.cn

摘要:

契约机制是供应链合作管理的主要方式之一,智慧供应链管理需要新的基于人工智能的智慧契约的参与。本文尝试把人工智能技术融入供应链合作管理,基于深度强化学习来设计依托“机制学习、行为约束和反馈惩罚”的人机协同的智慧决策机器人(核心算法),并用于提供智慧契约(批发价契约)。通过开展行为特征、合作能力和环境适应三类智慧实验,研究发现:利用人机协同思想的智慧决策机器人具备设计批发价契约的能力,并且依托大数据训练,智慧契约不依赖于直接共享需求信息;智慧契约显示出牺牲个人(制造商)利润以提高供应链整体收益的合作管理意向;同时,智慧契约对环境改变和扰动具有良好的适应性。本文的研究框架与人机协同思想为供应链合作管理提供了新途径。

关键词: 供应链合作管理, 人机协同, 智慧契约, 智慧供应链

Abstract:

Contract mechanism is one of the fundamental methods of supply chain cooperative management, but the ability of enterprises to deal with it is limited. Especially under the appeal of the intelligent supply chain, dynamic and intelligent contract management represents the general trend. Contract is taken as the medium to discuss the behavior and ability between a human and a robot after introducing artificial intelligence(AI) into the supply chain.The newsvendor problem with one manufacturer and one retailer is considered and a human or a robot is used to make a wholesale price contract to build a classical model and an intelligent model. The meaning of this combination is to utilize deep reinforcement learning, construct a core algorithm in man-robot cooperation(“mechanism learning”, “behavior constraint”, and “feedback penalty”), as well as provide the intelligent contract. Through carrying out three kinds of intelligent experiments named “behavior characteristic”, “cooperation ability” and “environment adaptation”, the research has three significant findings. The intelligent decision-making robot(IDMR) designed by man-robot cooperation can provide a supply chain contract. Depending on big data training, there is no need to share demand information. It is worthy to e that an intelligent contract shows the intention of a cooperative to improve system efficiency at the expense of individual(manufacturer) profit. It also has good adaptability to environmental changes and disturbances. On the one hand, this research inherits and develops the content of machine behavior, on the other hand, it is a novel method to forge an intelligent supply chain with the contract.

Key words: supply chain cooperative management, man-robot cooperation, intelligent contract

中图分类号: