Distributed set-membership filtering for time-varying systems under constrained measurements and replay attacks

Abstract In this paper, the distributed set-membership filtering problem is investigated for a class of time-varying system subject to constrained measurements and replay attacks over sensor network. The constrained measurements refer to the saturation of sensors and the quantization effect of measured signals. Because of the openness and sharing of the network, the transmitted measurement signals can be attacked by malicious adversary. In our study, we assume that the adversary adopts replay attack strategy. The aim of this paper is to design the secure distributed set-membership filter for a class of time-varying systems over unsafe and bandwidth-limited sensor network. By employing linear matrix inequality approach, sufficient conditions guaranteeing the desired distributed filter are obtained, which are in the form of recursive linear matrix inequality. Moreover, an optimization algorithm is proposed to make sure the local optimal filtering performance. Finally, the effectiveness of the proposed secure distributed filtering algorithm is demonstrated by a simulation example.

[1]  Guoqiang Hu,et al.  Secure Fusion Estimation for Bandwidth Constrained Cyber-Physical Systems Under Replay Attacks , 2018, IEEE Transactions on Cybernetics.

[2]  Heejo Lee,et al.  This article has been accepted for inclusion in a future issue of this journal. Content is final as presented, with the exception of pagination. INVITED PAPER Cyber–Physical Security of a Smart Grid Infrastructure , 2022 .

[3]  Shuai Liu,et al.  Event-based distributed set-membership filtering for a class of time-varying non-linear systems over sensor networks with saturation effects , 2016, Int. J. Gen. Syst..

[4]  Lei Wang,et al.  Local Consensus of Nonlinear Multiagent Systems With Varying Delay Coupling , 2018, IEEE Transactions on Systems, Man, and Cybernetics: Systems.

[5]  S. Shankar Sastry,et al.  Safe and Secure Networked Control Systems under Denial-of-Service Attacks , 2009, HSCC.

[6]  S. Shankar Sastry,et al.  Security of interdependent and identical networked control systems , 2013, Autom..

[7]  Junping Du,et al.  Distributed Kalman consensus filter with intermittent observations , 2015, J. Frankl. Inst..

[8]  Fuad E. Alsaadi,et al.  Centralized security-guaranteed filtering in multirate-sensor fusion under deception attacks , 2018, J. Frankl. Inst..

[9]  Wei Xing Zheng,et al.  Denial-of-Service Power Dispatch Against Linear Quadratic Control via a Fading Channel , 2018, IEEE Transactions on Automatic Control.

[10]  Housheng Su,et al.  Distributed estimation and control for two-target tracking mobile sensor networks , 2017, J. Frankl. Inst..

[11]  Paulo Tabuada,et al.  Secure Estimation and Control for Cyber-Physical Systems Under Adversarial Attacks , 2012, IEEE Transactions on Automatic Control.

[12]  Hak-Keung Lam,et al.  Distributed Event-Based Set-Membership Filtering for a Class of Nonlinear Systems With Sensor Saturations Over Sensor Networks , 2017, IEEE Transactions on Cybernetics.

[13]  R. Olfati-Saber,et al.  Distributed Kalman Filter with Embedded Consensus Filters , 2005, Proceedings of the 44th IEEE Conference on Decision and Control.

[14]  Hak-Keung Lam,et al.  Event-Triggered Mean-Square Consensus Control for Time-Varying Stochastic Multi-Agent System With Sensor Saturations , 2017, IEEE Transactions on Automatic Control.

[15]  Hongli Dong,et al.  Distributed filtering in sensor networks with randomly occurring saturations and successive packet dropouts , 2014 .

[16]  Qing-Long Han,et al.  Envelope-constrained H∞ filtering for nonlinear systems with quantization effects: The finite horizon case , 2018, Autom..

[17]  Qing-Long Han,et al.  Distributed networked set-membership filtering with ellipsoidal state estimations , 2018, Inf. Sci..

[18]  Donghua Zhou,et al.  Event-Based Recursive Distributed Filtering Over Wireless Sensor Networks , 2015, IEEE Transactions on Automatic Control.

[19]  Shuai Liu,et al.  Set-membership state estimation subject to uniform quantization effects and communication constraints , 2017, J. Frankl. Inst..

[20]  Derui Ding,et al.  Distributed recursive filtering for stochastic systems under uniform quantizations and deception attacks through sensor networks , 2017, Autom..

[21]  Valentina Bianchi,et al.  RSSI-Based Indoor Localization and Identification for ZigBee Wireless Sensor Networks in Smart Homes , 2019, IEEE Transactions on Instrumentation and Measurement.

[22]  J. A. Roecker,et al.  Comparison of two-sensor tracking methods based on state vector fusion and measurement fusion , 1988 .

[23]  Chao Yang,et al.  Distributed filtering under false data injection attacks , 2019, Autom..

[24]  H. Witsenhausen Sets of possible states of linear systems given perturbed observations , 1968 .

[25]  Peter Xiaoping Liu,et al.  Robust Fuzzy Adaptive Tracking Control for Nonaffine Stochastic Nonlinear Switching Systems , 2018, IEEE Transactions on Cybernetics.

[26]  Fuwen Yang,et al.  Set-membership filtering for systems with sensor saturation , 2009, Autom..

[27]  Fuwen Yang,et al.  Distributed average filtering for sensor networks with sensor saturation , 2013 .

[28]  Shumin Fei,et al.  Distributed event-triggered H∞ filtering over sensor networks with sensor saturations and cyber-attacks. , 2018, ISA transactions.

[29]  Karl Henrik Johansson,et al.  A secure control framework for resource-limited adversaries , 2012, Autom..

[30]  Ling Shi,et al.  Optimal Attack Energy Allocation against Remote State Estimation , 2018, IEEE Transactions on Automatic Control.

[31]  Shumin Fei,et al.  Event-based dynamic output-feedback controller design for networked control systems with sensor and actuator saturations , 2017, J. Frankl. Inst..

[32]  Guoqiang Hu,et al.  Distributed consensus tracking for multi‐agent systems under two types of attacks , 2016 .

[33]  Sonia Martínez,et al.  On the Performance Analysis of Resilient Networked Control Systems Under Replay Attacks , 2013, IEEE Transactions on Automatic Control.

[34]  Daniel W. C. Ho,et al.  Networked Fusion Estimation under Denial-of-Service Attacks , 2017 .

[35]  H. Vincent Poor,et al.  Robust multiuser detection in non-Gaussian channels , 1999, IEEE Trans. Signal Process..

[36]  Valery A. Ugrinovskii,et al.  Distributed robust estimation over randomly switching networks using H∞ consensus , 2015, Autom..

[37]  Zidong Wang,et al.  Local design of distributed H∞‐consensus filtering over sensor networks under multiplicative noises and deception attacks , 2019, International Journal of Robust and Nonlinear Control.

[38]  Zidong Wang,et al.  Recent advances on distributed filtering for stochastic systems over sensor networks , 2014, Int. J. Gen. Syst..

[39]  John Y. Hung,et al.  Denial of service attacks on network-based control systems: impact and mitigation , 2005, IEEE Transactions on Industrial Informatics.

[40]  Luis Felipe Herrera-Quintero,et al.  Wireless Smart Sensors Networks, systems, trends and its impact in environmental monitoring , 2009, 2009 IEEE Latin-American Conference on Communications.

[41]  Giuseppe Carlo Calafiore,et al.  Robust filtering for discrete-time systems with bounded noise and parametric uncertainty , 2001, IEEE Trans. Autom. Control..

[42]  Ying Li Zhu,et al.  Environment Monitoring System for Precise Agriculture Based on Wireless Sensor Network , 2013 .

[43]  C. J. Harris,et al.  Comparison of two measurement fusion methods for Kalman-filter-based multisensor data fusion , 2001 .

[44]  Qing-Long Han,et al.  Variance-Constrained Distributed Filtering for Time-Varying Systems With Multiplicative Noises and Deception Attacks Over Sensor Networks , 2017, IEEE Sensors Journal.

[45]  Tamer Basar,et al.  Optimal control in the presence of an intelligent jammer with limited actions , 2010, 49th IEEE Conference on Decision and Control (CDC).

[46]  Wei Qian,et al.  Global Consensus of Multiagent Systems With Internal Delays and Communication Delays , 2019, IEEE Transactions on Systems, Man, and Cybernetics: Systems.

[47]  Zidong Wang,et al.  Event-based security control for discrete-time stochastic systems , 2016 .