Assessment of statistical and classification models for monitoring EDF'S assets

6th American Nuclear Society International Topical Meeting on Nuclear Plant Instrumentation, Control, and Human-Machine Interface Technologies 2009

Volumn 2, Issue , 2009, Pages 640-651

  Chevalier, R ^a   Provost, D ^a   Seraoui, R ^a  

^a EDF R AND D   (France)

Author keywords

Empirical modeling; Equipment monitoring; Fault isolation; Power plants

Indexed keywords

ACOUSTIC ANALYSIS; CLASSIFICATION MODELS; COMMERCIAL TOOLS; EARLY DETECTION; EMPIRICAL MODELING; EQUIPMENT MONITORING; EVOLVING CLUSTERING METHODS; FAULT ISOLATION; FAULTY SENSOR; KERNEL REGRESSION METHOD; MATLAB PLATFORM; MONITORING METHODS; MONITORING TECHNIQUES; POWER INDUSTRY; POWER PLANT COMPONENTS; STATISTICAL INDICATORS; THERMAL IMAGING;

CLUSTER ANALYSIS; INFRARED IMAGING; INSTRUMENTS; MAN MACHINE SYSTEMS; MATLAB; POWER PLANTS; PRINCIPAL COMPONENT ANALYSIS; RESPONSE TIME (COMPUTER SYSTEMS); SENSORS; VIBRATION ANALYSIS;

CONDITION MONITORING;

EID: 77952077020     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: None     Document Type: Conference Paper

References (9)

1. J.P. Patelli, P. Fiorelli & R. Chevalier (2005) "Condition Based Maintenance experience in the EDF's Nuclear Power Plants (NPP)" Technical Meeting on «Strategy and techniques on predictive maintenance and condition monitoring» IAEA Vienna June 2005
2. N. Kasabov, Q. Song - Denfis : Dynamic, evolving neaural fuzzy inference system and its application for time-series prediction. IEEE Transaction on Fuzzy System, 10(2): 144-154.
3. J. Norup "Classification of pap-smear data by transductive neuro-fuzzy methods" (Master Thesis) - c960566 May 2, 2005
4. I.T Jolliffe Principal Component Analysis, Series: Springer Series in Statistics, 2nd ed., Springer, NY, 2002, XXIX, 487 p. 28 illustrations
5. EPRI Final Report 1008416 (2004) "On-Line Monitoring for Equipment Condition Assessment"
6. J.W. Hines, D. Garvey (2006) "Sensor Fault Delectability Measures for Autoassociative Empirical Models" 49th ISA POWID Symposium, Jan Jose, California
7. Y. Tharrault, G.Mourot, J.Ragot, D.Maquin (2007) "Fault detection and isolation with robust principal component analysis" AMCS
8. R. Chevalier, P. Moreau (2007) "Application of regression models to monitor EDF's power plant equipment" COMADEM 2007
9. D. Provost (2008) "Online monitoring of wind turbines using statistical and pattern recognition approaches" EWEC