An Integrated Fault Detection and Diagnosis Using Kaman Filter and Eigen Structure Assignment - Application to Three Tank System

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An integrated fault detection and diagnosis approach against partial actuator failure for discrete-time stochastic systems has been proposed. When the dynamics of the process under control are changed due to the component (actuator) faults, the performance of the system degrades. The aim of proposed scheme is to detect and diagnoses the fault present and also to predict the effectiveness of the actuator. The scheme is based on a kalman filter for the parameter estimation via the Eigen structure assignment. This method also guarantees the stability of the system by analyzing the cost effectiveness factor of the actuator. The proposed approach it is demonstrated in a three tank benchmark system and the result illustrates its robustness.

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252-256

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December 2014

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© 2015 Trans Tech Publications Ltd. All Rights Reserved

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[1] Venkat Venkatasubramanian, Raghunathan Rengaswamy, Surya N. Kavuri, Kewen Yin, A review of process fault detection and diagnosis Part III: Process history based methods, Computers and Chemical Engineering 27 (2003), pg. 327-/346.

DOI: 10.1016/s0098-1354(02)00162-x

Google Scholar

[2] Youmin Zhang, Jin Jiang, Bibliographical review on reconfigurable fault-tolerant control systems,. Annual Reviews in Control 32 (2008) 229–252.

DOI: 10.1016/j.arcontrol.2008.03.008

Google Scholar

[3] Jiang. J and Zhao. Q, Design of reliable control systems possessing actuator redundancies, Journal. Guidance. Control Dynamics., 2000, 23, (4), pp.709-718.

DOI: 10.2514/2.4587

Google Scholar

[4] Guido Herrmann, Xuemei Ren, and Phil Barber, Robust fault reconstruction via learning observers in linear parameter- varying systems subject to loss of actuator effectiveness, Annual review on Control, (2013).

DOI: 10.1049/iet-cta.2013.0417

Google Scholar

[5] M. Nasiruddin Mahyuddin, Jing Na, , Adaptive Observer-Based Parameter Estimation With Application to Road Gradient and Vehicle Mass Estimation, IEEE Transactions on Industrial Electronics, Vol. 61, no. 6, June (2014).

DOI: 10.1109/tie.2013.2276020

Google Scholar

[6] Q Jia, WenChen, Yingchun Zhang, Xueqin Chen, "Fault-tolerantControl and Disturbance Attenuation of a Class of Nonlinear Systems with Actuator and Component Failures, Acta Automatica Sinica, Vol: 37, No: 5, (2011).

DOI: 10.1016/s1874-1029(11)60206-1

Google Scholar

[7] R. Aarthi and R. Anantha Natarajan Estimation of Multiple Transient Actuator Faults Using Augmented Error Technique, International Journal of Automation an Autonomous system, vol 5, No4, July (2013).

Google Scholar

[8] S. AbrahamLincon., D. Sivakumar., J. Prakash., State and Fault Parameter Estimation Applied To Three-Tank Bench Mark Relying On Augmented State Kalman Filter,. ICGSTACSE Journal, Volume 7, Issue 1, May (2007).

Google Scholar

[9] J. Wu, G. Biswas, S. Abdelwahed, and E. Manders, A hybrid control system design and implementation for a three tank testbed,. In Proceedings of the 2005 IEEE Conference on Control Applications, pages 645–650, August2005.

DOI: 10.1109/cca.2005.1507200

Google Scholar

[10] Weitian Chen and Mehrdad Saif, An Actuator Fault Isolation Strategy for Linear and Nonlinear Systems,. American Control Conference, June 2005 pg. 3321-3326.

DOI: 10.1109/acc.2005.1470483

Google Scholar

[11] Gao, Z. W., Ding, S. X. and Ma, Y. (2007), Robust fault estimation approach and its application in vehicle lateral dynamical systems, Optimal Control Applications and Methods,. vol. 28, no. 3, pp.143-156.

DOI: 10.1002/oca.786

Google Scholar

[12] Andry, A.N., Jr, Sharpio E.Y., and Chung J.C. 1983, Eigenstructure assignment for linear systems, IEEE Transactions on Aerospace and Electronic systems, 19, 711-729.

DOI: 10.1109/taes.1983.309373

Google Scholar

[13] Yingwei Zhang, S. Joe Qin, Adaptive actuator fault compensation for linear systems with matching and unmatching uncertainties,. Journal of Process Control 19 (2009), pg. 985–990.

DOI: 10.1016/j.jprocont.2008.12.008

Google Scholar