A multi-agent approach to a networked fault detection system

Mário J. G. C. Mendes, J. S. Da Costa
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引用次数: 3

Abstract

Nowadays, fault diagnosis systems design should have into account the distribution and complexity of the process and must be able to cooperate and communicate with other systems to achieve satisfactory performance. To this end a new agent based fault detection system for networked control process is proposed in this paper. A hybrid architecture based on horizontal layers as fault detection (FD) agents architecture is adopted. The reactive layer of the FD agents is based on neural networks models for residuals generation with adaptive threshold. The deliberative layers take into account the agent knowledge and goals, and also the process distribution and network. The new agent based FD system has been applied and tested with good results in a three tank process using a star Ethernet network topology.
网络化故障检测系统的多智能体方法
目前,故障诊断系统的设计必须考虑到过程的分布和复杂性,并且必须能够与其他系统进行协作和通信,以达到令人满意的性能。为此,本文提出了一种新的基于智能体的网络化控制过程故障检测系统。采用基于水平层的混合体系结构作为故障检测(FD)代理体系结构。FD智能体的反应层是基于自适应阈值残差生成的神经网络模型。协商层考虑了代理的知识和目标,也考虑了过程分布和网络。基于agent的FD系统在星型以太网拓扑的三罐工艺中得到了应用和测试,取得了良好的效果。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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