Title :
Model-aided diagnosis: an inexpensive combination of model-based and case-based condition assessment
Author :
Stanek, Michael ; Morari, Manfred ; Fröhlich, Klaus
Author_Institution :
High Voltage Lab., Swiss Federal Inst. of Technol., Zurich, Switzerland
fDate :
5/1/2001 12:00:00 AM
Abstract :
Online condition monitoring and diagnosis are being utilized more and more for increasing the reliability and availability of technical systems and to reduce their maintenance costs. Today´s model-based diagnosis (MBD) tools are able to detect and identify incipient and sudden faults very reliably. For application to cost-sensitive equipment, such as high-voltage circuit breakers (HVCBs), however, the presently available MBD systems are not feasible for economic reasons. In this paper, a novel combination of the model-based with the case-based approach to condition diagnosis is presented, which can be implemented on a low-cost computer and which offers satisfactory performance. The technique is divided into two parts: (1) preparation and (2) diagnosis. The diagnosis part can be executed on an inexpensive low-performance computer. Successful tests on real HVCBs confirm the usefulness of this new approach to condition diagnosis
Keywords :
case-based reasoning; circuit breakers; condition monitoring; diagnostic reasoning; fault diagnosis; high-voltage engineering; maintenance engineering; microcomputer applications; model-based reasoning; online operation; power engineering computing; reliability; case-based condition assessment; case-based diagnosis; case-based reasoning; cost-sensitive equipment; economics; fault diagnosis; fault identification; high-voltage circuit breakers; incipient faults; low-cost computer; low-performance computer; maintenance costs; model-aided diagnosis; model-based condition assessment; model-based diagnosis; model-based reasoning; online condition diagnosis; online condition monitoring; preparation; sudden faults; technical systems availability; technical systems reliability; Application software; Availability; Circuit breakers; Circuit faults; Condition monitoring; Costs; Electrical fault detection; Fault detection; Fault diagnosis; Maintenance;
Journal_Title :
Systems, Man, and Cybernetics, Part C: Applications and Reviews, IEEE Transactions on
DOI :
10.1109/5326.941838