TY - JOUR
T1 - Detecting faults in heterogeneous and dynamic systems using DSP and an agent-based architecture
AU - Zaki, Osama
AU - Brown, Keith
AU - Fletcher, John
AU - Lane, David
PY - 2007/12
Y1 - 2007/12
N2 - This paper demonstrates the use of multi-agent systems (MAS), firstly as a modelling technique for dynamic physical systems and secondly as the basis for a generic and powerful diagnostic system, which can support heterogeneous distributed systems. First an overview of the diagnostic techniques including those offered by the two communities fault detection and isolation (FDI ) and DX (based on intelligent techniques) is given. The use of digital signal processing (DSP) as a significant technique for improved fault diagnosis is illustrated. A rule-based engine is used to control the behaviours of the agents and also as a tool for diagnosis. Finally, the integration of DSP agents and the rule-based engine into MAS is demonstrated using a real-life application, a class-AB amplifier (a power electronic circuit). It is shown that the integration of DSP agents and rules into MAS provides a powerful tool for prognosis and for detection of abrupt (short and open circuit) and incipient faults. © 2007 Elsevier Ltd. All rights reserved.
AB - This paper demonstrates the use of multi-agent systems (MAS), firstly as a modelling technique for dynamic physical systems and secondly as the basis for a generic and powerful diagnostic system, which can support heterogeneous distributed systems. First an overview of the diagnostic techniques including those offered by the two communities fault detection and isolation (FDI ) and DX (based on intelligent techniques) is given. The use of digital signal processing (DSP) as a significant technique for improved fault diagnosis is illustrated. A rule-based engine is used to control the behaviours of the agents and also as a tool for diagnosis. Finally, the integration of DSP agents and the rule-based engine into MAS is demonstrated using a real-life application, a class-AB amplifier (a power electronic circuit). It is shown that the integration of DSP agents and rules into MAS provides a powerful tool for prognosis and for detection of abrupt (short and open circuit) and incipient faults. © 2007 Elsevier Ltd. All rights reserved.
KW - fault diagnostics
KW - agent-based modelling
KW - digital signal processing
KW - agent-based architecture
UR - http://www.scopus.com/inward/record.url?scp=35548936129&partnerID=8YFLogxK
U2 - 10.1016/j.engappai.2007.02.012
DO - 10.1016/j.engappai.2007.02.012
M3 - Article
SN - 0952-1976
VL - 20
SP - 1112
EP - 1124
JO - Engineering Applications of Artificial Intelligence
JF - Engineering Applications of Artificial Intelligence
IS - 8
ER -