Title :
Experimental platform for faults detection in fuzzy controllers based on artificial immune systems
Author :
Pacifico Guimaraes Lima, Robson ; de Souza Arruda, Bruno Willian ; Protasio de Souza, Cleonilson
Author_Institution :
Dept. of Electroeletronic, Fed. Inst. of Pernambuco, Afogados da Ingazeira, Brazil
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.
Keywords :
artificial immune systems; fault diagnosis; fuzzy control; pressure control; water supply; AIS based anomaly detection system; NSA; WSS; abnormal system conditions; artificial-immune-system based anomaly detection system; experimental platform; fault detection; fuzzy controller; negative selection algorithm; normal system conditions; pressure level control; pressure sensors; pumps; valves; water supply system; Control systems; Detectors; Immune system; Monitoring; Organisms; Valves; Vectors; Fault Detection; Fuzzy Controller; Negative Selection Algorithm;
Conference_Titel :
Instrumentation and Measurement Technology Conference (I2MTC), 2013 IEEE International
Conference_Location :
Minneapolis, MN
Print_ISBN :
978-1-4673-4621-4
DOI :
10.1109/I2MTC.2013.6555485