Fault diagnosis for heat pumps with parameter identification and clustering

Control Engineering Practice

Volumn 14, Issue 12, 2006, Pages 1435-1444

  Zogg, D ^a   Shafai, E ^a   Geering, H P ^a  

^a ETH ZURICH   (Switzerland)

Author keywords

Classification; Clustering techniques; Fault detection and diagnosis; Heat pumps; Model based techniques; Parameter identification

Indexed keywords

ENERGY CONSERVATION; ENERGY UTILIZATION; IDENTIFICATION (CONTROL SYSTEMS); MATHEMATICAL MODELS; VECTORS;

CLUSTERING TECHNIQUES; FAULT DETECTION; FAULT DIAGNOSIS; MODEL-BASED TECHNIQUES;

HEAT PUMP SYSTEMS;

ENERGY CONSERVATION; ENERGY UTILIZATION; HEAT PUMP SYSTEMS; IDENTIFICATION (CONTROL SYSTEMS); MATHEMATICAL MODELS; VECTORS;

EID: 33747810386     PISSN: 09670661     EISSN: None     Source Type: Journal    
DOI: 10.1016/j.conengprac.2005.11.002     Document Type: Article

References (23)

1. Babuska R. Fuzzy modeling for control (1998), Kluwer Academic Publishers, Dordrecht
2. Chiu S.L. Fuzzy model identification based on cluster estimation. Journal of Intelligent & Fuzzy Systems 2 3 (1994)
3. Frank P.M. Analytical and qualitative model-based fault diagnosis-A survey and some new results. European Journal of Control (1996) 6-28
4. Frank, P. M., Ding S. X., & Köppen-Seliger, B. (2000). Current developments in the theory of FDI. In Proceedings of the fourth IFAC SAFEPROCESS symposium (pp. 16-27), Vol. 1.
5. Fuente M.J., Vega P., Zarrop M., and Poch M. Fault detection in a real wastewater plant using parameter estimation techniques. Control Engineering Practice 4 8 (1996) 1089-1098
6. Gertler J.J. Fault detection and diagnosis in engineering systems (1998), Department of Electrical and Computer Engineering, George Mason University (Fairfax, Virginia), Marcel Dekker Inc, New York
7. Gruhle W.-D., and Isermann R. Modeling and control of a refrigerant evaporator. ASME Journal of Dynamic Systems, Measurement, and Control 107 (1980) 235-239
8. Harris C., and Brown M. Neuro-fuzzy adaptive modelling and control, Prentice Hall International Series In Systems And Control Engineering (1995)
9. Höppner F., Klawonn F., and Kruse R. Fuzzy-cluster analysis: Methods for classification, data analysis, and image recognition (2000), Wiley, England
10. IEA Annex 25, Hyvärinen, J. (Ed.). (1996). Real time simulation of HVAC systems for building optimization, fault detection and diagnosis. Technical Papers of IEA Annex 25, International Energy Agency (IEA), Finland.
11. Isermann R. Supervision, fault-detection and fault-diagnosis methods-An introduction. Control Engineering Practice 5 5 (1997) 639-652
12. Koivo H.N. Artificial neural networks in fault diagnosis and control. Control Engineering Practice 2 1 (1994) 89-101
13. Ljung L. System identification: Theory for the user (1987), University of Linköping, Prentice-Hall Inc, Sweden, New Jersey
14. Maurer, D. E. (1996). Man machine interface for a failure diagnosis expert system. Technical Papers of IEA Annex 25, pp. 99-115.
15. Neuenschwander P., Maurer D.E., and Rychlicki L. Long-term wear monitoring and wear prediction by means of wear models. Control Engineering Practice 3 7 (1995) 1011-1015
16. Patton, R. J., Uppal, F. J., & Lopez-Toribio, C. J. (2000). Soft computing approaches to fault diagnosis for dynamic systems: A survey. In Proceedings of the fourth IFAC SAFEPROCESS symposium (pp. 298-311), Vol. 1.
17. Rossi T.M., and Braun J.E. A statistical, rule-based fault detection and diagnostic method for vapor compression air conditioners. HVAC&R Research 3 1 (1997) 19-37
18. Roverso D. Soft computing tools for transient classification. Information Sciences 127 (2000) 137-156
19. Simani S., Fantuzzi C., and Patton R.J. Model-based fault diagnosis in dynamic systems using identification techniques (2003), Springer, Berlin. 1852336854
20. Söderström T., and Stoica P. System identification (1989), Prentice Hall, Englewood Cliffs, NJ
21. Uppal F.J., and Patton R.J. Neuro-fuzzy uncertainty de-coupling: A multiple-model paradigm for fault detection and isolation. Journal of Adaptive Control & Signal Processing 19 4 (2005) 281-304
22. Zogg D. Fault diagnosis for heat pump systems, Diss. ETH No. 14594 (2002), Measurement and Control Laboratory, ETH Zurich. 3-906483-02-9
23. Zogg, D., Shafai, E., & Geering, H. P. (2001). A fault diagnosis system for heat pumps. In Proceedings of the 2001 IEEE conference on control applications (CCA), Mexico City, pp. 70-76.