面向工业互联网平台的变效用感知制造服务协作优化

Variable-Utility-Aware Manufacturing Service Collaboration Optimization Toward Industrial Internet Platforms

IEEE Transactions on Systems, Man, and Cybernetics: Systems · 2023
被引 6
ABS 3

中文导读

研究了工业互联网平台上制造服务协作中的选择冲突问题,提出同时进行功能和数量协作,用变效用模型表示用户满意度,并建议在时间紧迫时选择有短期偏好的服务商。

Abstract

The Industrial Internet platform-based manufacturing service collaboration has made it possible for decentralized manufacturing enterprises to cooperate on a broad scale. The selection conflict problem may arise when many providers choose the same task at the same time, especially when there are more providers than consumers. At this moment, how to choose the appropriate manufacturing services, which should both satisfy the users’ requirements and enhance the participation of the providers, is of utmost importance. To increase the number of collaboration chances, the functional and quantitative manufacturing service collaboration is carried out simultaneously in this article. The variable utility models are used to represent the satisfaction levels of users while taking into account the bilateral coupling between providers and consumers and the unilateral irrationality of the provider. Finally, it is advised to choose providers with a short-term preference in situations where there is a strict time limit based on the findings and analysis of the manufacturing service collaboration optimization. At the same time, we can find that the providers, who get lower utilities when they focus on the current, are more likely to get greater utilities than others when they concentrate on long-term gains.

工业互联网制造服务协作服务选择优化效用模型