Title :
A Multi-agent System for Complex Vehicle Fault Diagnostics and Health Monitoring
Author :
Murphey, Yi Lu ; Chen, Zhihang
Author_Institution :
Dept. of Electr. & Comput. Eng., Univ. of Michigan-Dearborn, Dearborn, MI, USA
Abstract :
This paper presents a multi-agent system(MAS_VFD&HM) developed for complex vehicle fault diagnosis and health monitoring. The MAS_VFD&HM consists of signal diagnostic agents, special case agents, and a vehicle diagnostic/monitoring agent. A signal agent is responsible for the fault diagnosis or monitoring of one particular signal using either a single signal or multiple signals depending on the complexity of signal faults. Special case agents are those trained to detect specific component faults. All these agents are autonomous and report their results to the Vehicle System Agent. A computational framework is presented for agent learning and agent operation. The proposed MAS_VFD&HM is scalable, versatile, and has the capability of dealing complex problems such as multiple faults in a vehicle system. Although our focus was on the automotive diagnostics, the proposed MAS_VFD&HM is applicable to complex engineering diagnostic problems beyond vehicles.
Keywords :
automotive engineering; condition monitoring; fault diagnosis; multi-agent systems; signal processing; MAS_VFD&HM; agent learning; agent operation; automotive diagnostics; complex engineering diagnostic problem; complex vehicle fault diagnosis; fault detection; health monitoring; multiagent system; signal diagnostic agent; signal fault; special case agent; vehicle diagnostic agent; vehicle monitoring agent; vehicle system agent; Automotive engineering; Fault diagnosis; Feature extraction; Machine learning; Monitoring; Multiagent systems; Vehicles; component; multi-agent systems; signal analysis; vehicle fault diagnostics;
Conference_Titel :
Engineering of Complex Computer Systems (ICECCS), 2010 15th IEEE International Conference on
Conference_Location :
Oxford
Print_ISBN :
978-1-4244-6638-2
Electronic_ISBN :
978-1-4244-6639-9
DOI :
10.1109/ICECCS.2010.4