Automated design of an FDI-system for the wind turbine benchmark in IFAC Proceedings Volumes (IFAC-PapersOnline), vol 18, issue PART 1, pp 8307-8315
2011 (English)In: Proceedings of the 18th World Congress of the International Federation of Automatic Control (IFAC), Milano, Italy: Elsevier , 2011, Vol. 18, no PART 1, 8307-8315 p.Conference paper (Refereed)
Present paper proposes an FDI-system for the wind turbine benchmark designed by application of a generic automated design method, in which the number of required human decisions and assumptions are minimized. No specific adaptation of the method for the wind turbine benchmark is needed, and the number of parameter choices is small. The method contains in essence three steps: generation of potential residual generators; residual generator selection; and diagnostic test construction. The second and third step are based on novel ideas developed in this paper; a greedy selection algorithm for the second step, and a methodology based on the Kullback-Leibler divergence for the third step. The proposed FDI-system performs well in spite of no specific adaptation or tuning to the benchmark. All faults in the pre-defined test sequence can be detected and all faults, except a double fault, can also be isolated shortly thereafter. In addition, there are no false or missed detections. © 2011 IFAC.
Place, publisher, year, edition, pages
Milano, Italy: Elsevier , 2011. Vol. 18, no PART 1, 8307-8315 p.
, IFAC Proceedings Volumes (IFAC-PapersOnline), ISSN 1474-6670
Diagnosis; Fault detection; Fault diagnosis; Wind turbine benchmark
Engineering and Technology
IdentifiersURN: urn:nbn:se:liu:diva-90586DOI: 10.3182/20110828-6-IT-1002.00618OAI: oai:DiVA.org:liu-90586DiVA: diva2:613882
18th IFAC World Congress