DocumentCode :
581184
Title :
Dual EKF estimator for fault detection and isolation in Heating Ventilation and Air Conditioning systems
Author :
Zaheeruddin, Mohammed ; Tudoroiu, Nicolae
Author_Institution :
Concordia Univ., Montreal, QC, Canada
fYear :
2012
fDate :
25-28 Oct. 2012
Firstpage :
2257
Lastpage :
2262
Abstract :
Nowadays to monitor and to control the recent generation of high complexity Heating Ventilation Air Conditioning (HVAC) building systems under a wide variety of occupancy and load related operating conditions represents one of the most difficult and challenging task. The main objective of this study is to develop a new approach of the fault detection, diagnosis and isolation (FDDI) automated techniques applied to the valve actuator failures in HVAC systems. These techniques are based on the dual Extended Kalman Filter that combines state estimation and parameter estimation to detect the faulty valve (stuck opened and stuck closed), to determine the fault severity and finally to isolate it. The superiority of this approach is its simplicity and its application to a wide range of similar applications. This algorithm is implemented in a simulation environment, and the fault diagnosis results could be evaluated for a several fault scenarios in terms of the injection fault, detection time, and its severity.
Keywords :
HVAC; Kalman filters; actuators; buildings (structures); fault diagnosis; mechanical engineering computing; nonlinear filters; valves; dual EKF estimator; dual extended Kalman filter; fault detection; fault diagnosis; fault isolation; faulty valve detection; heating ventilation air conditioning building system; parameter estimation; state estimation; valve actuator failure; Atmospheric modeling; Electron tubes; Heating; MATLAB; Valves; Ventilation;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
IECON 2012 - 38th Annual Conference on IEEE Industrial Electronics Society
Conference_Location :
Montreal, QC
ISSN :
1553-572X
Print_ISBN :
978-1-4673-2419-9
Electronic_ISBN :
1553-572X
Type :
conf
DOI :
10.1109/IECON.2012.6388885
Filename :
6388885
Link To Document :
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