Data collection for global monitoring and trend analysis in the GRACE multi-agent system

Arnaldo Pereira, N. Rodrigues, P. Leitão
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引用次数: 2

Abstract

Multi-agent systems (MAS) paradigm is a suitable approach to implement distributed manufacturing systems addressing the emergent requirements of flexibility, robustness and responsiveness. In such systems, the distributed agents have a local view of the system environment being the global data collection a complex and critical issue to provide the functionalities of the ISA-95 standard, such as dynamic scheduling, maintenance management and quality assurance. This paper describes the data collection mechanisms in a multi-agent system that supports the global monitoring over the time and the trend analysis to perform self-adaptation and self-optimization. The proposed approach was developed and tested in an industrial washing machines production line.
GRACE多智能体系统中全球监测和趋势分析的数据收集
多智能体系统(MAS)范式是实现分布式制造系统的一种合适的方法,可以解决灵活性、鲁棒性和响应性的需求。在这样的系统中,分布式代理具有作为全局数据收集的系统环境的本地视图,这是提供ISA-95标准的功能(如动态调度、维护管理和质量保证)的一个复杂而关键的问题。本文描述了一个多智能体系统的数据收集机制,该系统支持全局时间监测和趋势分析,以进行自适应和自优化。该方法在一条工业洗衣机生产线上进行了开发和试验。
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