使用智能代理的自适应电子制造服务

B. Yilmaz, C. Makatsoris, Y.S. Chang
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引用次数: 0

摘要

制造企业对适应性运营管理的需求,即环境的变化被迅速感知并采取行动,已被认为是现代制造组织的关键能力。然而,实现这种能力需要新型的信息通信技术。本文提出了一个多智能体系统。该系统是围绕电子制造服务组织为家电oem设计和制造复杂电子产品的需求进行设计和测试的。该系统的一个关键特征是,代理行为是由包含可持续性相关绩效指标的模型驱动的。该系统已经在实际生产数据和一系列涉及公司经常遇到的计划外事件的场景中进行了测试。数值结果表明,这种方法是一种可行的ICT选项,可以实现自适应制造,快速响应一系列常见的计划外事件。
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Adaptive Electronics Manufacturing Services Using Intelligent Agents
The need for adaptive operational management in manufacturing enterprises, whereby changes in the environment are sensed and acted upon rapidly, has been recognised as a key competency for a modern manufacturing organisation. However, enabling such capability demands new types of ICT. In this paper a multi-agent system is presented. The system has been designed and tested around the needs of an Electronics Manufacturing Services organisation designing and making complex electronics products for home appliance OEMs. A key feature of the system is that agent behaviors are driven by models encompassing sustainability related measures of performance. The system has been tested on actual manufacturing data and a series of scenarios involving unplanned events commonly experienced by the company. Numerical results demonstrate that such an approach is a viable ICT option for enabling adaptive manufacturing, rapidly responding to a series of commonly encountered unplanned events.
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