Experimental platform for faults detection in fuzzy controllers based on artificial immune systems

R. Lima, B. Arruda, C. P. Souza
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引用次数: 1

Abstract

An Artificial-Immune-System (AIS) based anomaly detection system applied to Water Supply System (WSS) is presented. At normal working, the pressure level into the WSS is controlled by a Fuzzy Control System. As the WSS is composed of pressure sensors, valves, pumps, and other devices, faults in these devices causing abnormal disturbances can occur. An algorithm of AIS, namely, the Negative Selection Algorithm (NSA), is the base of the proposed anomaly detection system. The NSA verifies abnormal system conditions based on the normal system conditions. Experimental results show that the proposed system is effective in order to detect anomaly.
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基于人工免疫系统的模糊控制器故障检测实验平台
提出了一种基于人工免疫系统(AIS)的供水系统异常检测系统。在正常工作时,进入WSS的压力水平由模糊控制系统控制。由于WSS由压力传感器、阀门、泵等设备组成,这些设备出现故障时可能会引起异常干扰。AIS系统的一种算法,即负选择算法(NSA),是所提出的异常检测系统的基础。NSA在系统正常状态的基础上验证系统异常状态。实验结果表明,该系统能够有效地检测出异常。
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