Condition Monitoring of Pneumatic Systems Using Self-Organising Maps
2007 (English)In: 10th Scandinavian International Conference on Fluid Power, SICFP’07, Tampere, Finland, Tampere, Finland: Tampere University of Technology , 2007, 407-421 p.Conference paper (Refereed)
Automated monitoring of systems is growing in importance as systems becomeincreasingly autonomous and intelligent control is being used to agrowing extent. At the same time, component manufacturers' desireto offer components with embedded condition monitoring systems isalso increasing.
This paper discusses one general, adaptive method -- theself-organising map, SOM -- suitable for such an application. Itconcerns how to improve interpretation of the fault classificationprocess by using a combination of outputs from the SOM. Thesimultaneous detection of both known and unknown faults isdiscussed.
Place, publisher, year, edition, pages
Tampere, Finland: Tampere University of Technology , 2007. 407-421 p.
Engineering and Technology
IdentifiersURN: urn:nbn:se:liu:diva-12978OAI: oai:DiVA.org:liu-12978DiVA: diva2:17574