Abstract
In this paper, a novel fault detection scheme is presented for networked control systems with random delays and noises. Since the random noises and delays existed in networked control system are probably non-Gaussian, the extended Luenberger observer under minimum error entropy frame is utilized to generate residual so as to detect faults in networked control systems. Finally, an illustrative example is given to demonstrate the effectiveness of the proposed method.
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References
Hespanha, J.P., Naghshtabrizi, P., Xu, Y.: A Survey of Recent Results in Networked Control Systems. Proceedings of the IEEE 95, 138–162 (2007)
Fang, H., Ye, H., Zhong, M.: Fault Diagnosis of Networked Control Systems. Annual Reviews in Control 31, 55–68 (2007)
Ye, H., Ding, S.X.: Fault Detection of Networked Control Systems with Network-Induced Delay. In: Proceedings of the 8th International Conference on Control, Automation, Robotics and Vision (ICARCV 2004), Kunming, China, pp. 294–297 (2004)
Wang, Y., Ye, H., Cheng, Y., Wang, G.: Fault Detection of NCS Based on Eigendecomposition and Pade Approximation. In: Preprints of 6th IFAC Symposium on Fault Detection, Supervision and Safety of Technical Processes, Beijing, China, pp. 937–941 (2006)
Ye, H., He, R., Liu, H., Wang, G.: A New Approach for Fault Detection of Networked Control Systems. In: Proceedings of IFAC 14th Symposium on System Identification, Newcastle, Australia, pp. 654–659 (2006)
Yang, H.L., Saif, M.: Observer Design and Fault Diagnosis for State Retarded Dynamical Systems. Automatica 34, 217–227 (1998)
Zhong, M., Ye, H., Sun, T., Wang, G.: An iterative LMI Approach to Robust Fault Detection Filter for Linear System with Time-varying Delays. Asian Journal of Control 8, 86–90 (2006)
Ding, S.X., Jeinsch, T., Frank, P.M., Ding, E.L.: A Unified Approach to the Optimization of Fault Detection Systems. International Journal of Adaptive Contribution and Signal Processing 14, 725–745 (2000)
Chen, W., Saif, M.: An Iterative Learning Observer for Fault Detection and Accommodation in Nonlinear Time-delay Systems. International Journal of Robust and Nonlinear Control 16, 1–19 (2006)
Zheng, Y.: Fault Diagnosis and Fault Tolerant Control of Networked Control Systems. Ph.D Dissertation, Huazhong University of Science and Technology, China (2003)
Zhong, M., Liu, Y., Ma, C.: Observer-Based Fault Detection for Networked Control Systems with Random Time-delays. In: Proceedings of International Conference on Intelligent Computing (ICIC), Kunming, China, pp. 528–531 (2006)
Mao, Z., Jiang, B., Shi, P.: H∞ Fault Detection Filter Design for Networked Control Systems Modelled by Discrete Markovian Jump Systems. IET control theory & applications 1, 1336–1343 (2007)
Ye, H., Zhang, P., Ding, S.X., Wang, G.: A Time–frequency Domain Fault Detection Approach Based on Parity Relation and Wavelet Transform. In: Proceedings of the 39th IEEE Conference on Decision and Control (IEEE CDC 2000), Sydney, Australia, pp. 4156–4161 (2000)
Zhang, P., Ye, H., Ding, X., Wang, G., Zhou, D.: On the Relationship between Parity Space and H2 Approaches to Fault Detection. Systems &Control Letters 55, 94–100 (2006)
Ye, H., Wang, Y.: Application of Parity Relation and Stationary Wavelet Transform to Fault Detection of Networked Control Systems. In: Proceedings of the 1st IEEE Conference on Industrial Electronics and Applications (ICIEA 2006), Singapore, pp. 1–6 (2006)
Erdogmus, D., Pricipe, J.C.: An Error–entropy Minimization Algorithm for Supervised Training of Nonlinear Adaptive Systems. IEEE Transactions on Signal Processing 50, 1780–1786 (2002)
Parzen, E.: On Estimation of a Probability Density Function and Mode. Time Series Analysis Papers, Holden-Day, CA (1967)
Pricipe, J.C., Xu, D., Fisher, J.: Unsupervised Adaptive Filtering: Information Theoretic Learning. In: Haykin, S. (ed.), vol. 1, pp. 265–319. Wiley, New York (2000)
Xu, J., Erdogmus, D., Principe, J.: Minimum Error Entropy Luenberger Observer. In: Proceedings of American Control Conference, Portland, USA, pp. 1923–1928 (2005)
Chen, Y., Duan, Z., Liu, Y., Wang, R.: Fault Detection for Networked Control System with Random Delays. In: Proceedings of IEEE Conference on Robotics, Automation and Mechatronics, Chengdu, China, pp. 95–100 (2008)
Erdogmus, D., Principe, J.C., Kim, S.P., Sanchez, J.C.: A Recursive Renyi’s Entropy Estimator. In: Proceedings of IEEE Neural Networks for Signal Processing, Martigny, Valais, Switzerland, pp. 209–217 (2002)
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Zhang, J., Cai, L., Wang, H. (2009). Fault Detection for Networked Control Systems via Minimum Error Entropy Observer. In: Yu, W., Sanchez, E.N. (eds) Advances in Computational Intelligence. Advances in Intelligent and Soft Computing, vol 116. Springer, Berlin, Heidelberg. https://doi.org/10.1007/978-3-642-03156-4_11
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DOI: https://doi.org/10.1007/978-3-642-03156-4_11
Publisher Name: Springer, Berlin, Heidelberg
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