Joint UKF estimator for fault detection and isolation in heating ventilation and air conditioning systems

ISCIII 2011 - 5th International Symposium on Computational Intelligence and Intelligent Informatics

Volumn , Issue , 2011, Pages 53-58

  Tudoroiu, N ^a   Zaheeruddin, M ^a  

^a Dept of Electrical and Computer Engineering   (Canada)

Author keywords

Control Systems; Estimation; Extended and Unscented Kalman Filter Estimators; Fault Detection and Isolation strategy

Indexed keywords

AUTOMATED TECHNIQUES; BUILDING SYSTEMS; DETECTION TIME; FAULT DETECTION AND DIAGNOSIS; FAULT DETECTION AND ISOLATION; FAULT DETECTION AND ISOLATION STRATEGY; FAULT SCENARIOS; FAULTY VALVES; HEATING VENTILATION; HEATING VENTILATION AND AIR CONDITIONING; HVAC SYSTEM; OPERATING CONDITION; SIMULATION ENVIRONMENT; STATE SPACE; SYSTEM STRUCTURES; UNSCENTED KALMAN FILTER; VALVE ACTUATORS;

AIR CONDITIONING; AIR FILTERS; ARTIFICIAL INTELLIGENCE; CONTROL SYSTEMS; DYNAMICS; ESTIMATION; EXTENDED KALMAN FILTERS; HEAT PUMP SYSTEMS; INFORMATION SCIENCE; INTERNET PROTOCOLS; NONLINEAR FILTERING; PARAMETER ESTIMATION;

FAULT DETECTION;

EID: 82955173111     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1109/ISCIII.2011.6069741     Document Type: Conference Paper

References (6)

1. S. Haykin, Kalman Filtering and Neural Networks, John Willey & Sons, 2001.
2. G. L. Plett, "Extended Kalman filtering for battery management systems of LiPb-based HEV battery packs. Part3. State and parameter estimation", Elsevier, Journal of Power Sources, Vol.134, 2004, pp. 277-292.
3. N. Tudoroiu, M.Zaheeruddin, Elena-Roxana Tudoroiu, V.Jeflea, "Fault Detection and Diagnosis (FDD) in Heating Ventilation Air Conditioning Systems (HVAC) Using an Interactive Multiple Model Augmented Unscented Kalman Filter (IMMAUKF)", IEEE Proceedings HSI 2008, Krakow, Poland, May 25-27, 2008, ISSN 1-4244-1543-8
4. N. Tudoroiu, M. Zaheerudin, D.Curiac, Roxana-Elena Tudoroiu, Manuela Grigore, V.Jeflea, "An Augmented State Estimation Unscented Kalman Filter (UKF) Algorithm to Monitor the States in Heating Ventilation Air Conditioning Systems", Information Systems Architecture and Technology-Model Based Decisions, Library of Informatics of University Level Schools, ISBN 978-83-7493-415-2, pp.153-166, Wroclaw 2008, Poland.
5. N. Tudoroiu, M. Zaheeruddin, Cl. Chiru, Manuela Grigore, Elena-Roxana Tudoroiu, "Unscented Kalman Filter (UKF) and Frequency Analysis (FA) Techniques for Fault Detection, Diagnosis and Isolation (FDDI) in Heating Ventilation and Air Conditioning (HVAC) Systems-Comparison Results", HSI'09, IEEE 2nd International Conference on Human System Interaction, HSI'09, Catania, Italy, May 21-23, 2009, Proceedings, ISBN: 978-1-4244-3960-7.
6. R. J. Patton, P. M. Frank, and R. N. Clark, "Fault Diagnosis in Dynamic Systems, Theory and Applications", Englewood Cliffs, NJ: Prentice Hall, 1989.