Mitigating Effect of Uncertain Exogenous Dynamics by Parametric Performance Improvement with Optimal Control Design
Mitigating Effect of Uncertain Exogenous Dynamics by Parametric Performance Improvement with Optimal Control Design
|© 2022 by IJETT Journal|
|Year of Publication : 2022|
|Authors : Brijraj Singh Solanki, Renu Kumawat, Seshadhri Srinivasan
|DOI : 10.14445/22315381/IJETT-V70I5P223|
How to Cite?
Brijraj Singh Solanki, Renu Kumawat, Seshadhri Srinivasan, "Mitigating Effect of Uncertain Exogenous Dynamics by Parametric Performance Improvement with Optimal Control Design," International Journal of Engineering Trends and Technology, vol. 70, no. 5, pp. 209-220, 2022. Crossref, https://doi.org/10.14445/22315381/IJETT-V70I5P223
Emerging development in networked control systems has been observed by integrating sensors, controllers, and actuators. The networked control systems (NCSs) are used in various fields due to ease of installation, reduced maintenance, system wiring, and diagnosis. However, the real-time communications via a network of NCS drive it towards vulnerable to the intended adversary attacks. The crucial information traveling through communication networks is more susceptible to being accessed by intruders to degrade the control performance of the networked system. This paper investigates the designing of an optimal controller through integrating principles of H-infinity loop-shaped design to improve the system performance under uncertain exogenous dynamics, i.e., network delay, packet loss (0, 5%, 15%, 20%, 25%, 30%), and other attacks. To detect the intrusive behavior in NCS, the Bernoulli distribution process is employed to model the packet loss probability. The proposed methodology presents the good tracking of reference, improved transient performance, and robust stability margin in a real-time system. Finally, to justify the proposed optimal control design methodology, a numerical simulation is performed whose result ensures mitigating the effects due to uncertain exogenous input.
Networked control system, uncertain exogenous input, packet loss, H-infinity loop-shaped design procedure, delays, and attacks.
 R. Gupta and M. Y. Chow, Networked Control System: Overview and Research Trends, IEEE Transactions on Industrial Electronics. 57(7) (2009) 2527-2535.
 H. Zhang, P. Cheng, L. Shi, and J. Chen, Optimal DoS Attack Scheduling in Wireless Networked Control System, IEEE Transactions on Control Systems Technology. 24(3) (2016) 843–852.
 P. R. Dunaka and B. McMillin, Cyber-physical Security of a Chemical Plant, Proceedings of IEEE International Symposium on High Assurance Systems Engineering. (60) (2017) 33–40.
 J. Zhang and C. Peng, Guaranteed Cost Control of Uncertain Networked Control Systems with a Hybrid Communication Scheme, IEEE Transactions on Systems, Man, and Cybernetics: Systems. 50(9) (2020) 3126–3135.
 M. Pajic, J. Weimer, N. Bezzo, O. Sokolsky, G. J. Pappas, and I. Lee, Design and Implementation of Attack-Resilient Cyberphysical Systems: Focus on Attack-Resilient State Estimators, IEEE Control Systems. 37(2) (2017) 66–81.
 N. Zhao, P. Shi, W. Xing, and J. Chambers, Observer-Based Event-Triggered Approach for Stochastic Networked Control Systems Under Denial of Service Attacks, IEEE Transactions on Control of Network Systems. 65(9) (2020) 3943–3949.
 C. F. Caruntu and R. C. Rafaila, Robust MPC for Networked Control Systems with Data-Packet Dropouts Modeled as Disturbances, 21st International Conference on System Theory, Control and Computing, ICSTCC. (2017) 152–157.
 F. Y. Chemashkin and A. A. Zhilenkov, Problems in Network Control Systems and their Solutions, Proceedings of the 2019 IEEE Conference of Russian Young Researchers in Electrical and Electronic Engineering, ElConRus. (2019) 1165–1168.
 M. Atoui, K. Ibn Taarit, and M. Ksouri, Sensor Faults Detection Design for Networked Control Systems with Packet Dropout, 15th International Multi-Conference on Systems, Signals, and Devices, SSD. 1(1) (2018) 140–145.
 A. B. Ghosh and P. S. Lal Priya, Adaptive Discrete Sliding Mode Controller for Networked Control Systems, International Conference on Circuits and Systems in Digital Enterprise Technology, ICCSDET. (5) (2018). https://doi.org/10.1109/ICCSDET.2018.8821145
 Y. Cao, M. Gao, and D. Zhang, Fault Detection for Networked Control Systems with Uncertain Time-Varying Sampling Periods, Proceedings of the 28th Chinese Control and Decision Conference, CCDC. (1) (2016) 2956–2960.
 J. Liu, P. Wang, and J. Lin, Real-Time Scheduling for Wireless Mesh Networked Control Systems, 9th IEEE International Conference on Communication Software and Networks, ICCSN. (2017) 382–386.
 S. Srinivasan et al., Adaptive Controller for Networked Control Systems Subjected to Random Communication Delays, Advances in Intelligent Systems and Computing. 633(2) (2018) 78–94.
 L. Hongjie, Robust H, Infinity Control of Networked Control Systems with Randomly Varying Delay and Missing Measurements, Chinese Control Conference, CCC. (2012) 2753–2758.
 Z. Hu, F. Deng, M. Xing, and J. Li, Modeling and Control of Itô Stochastic Networked Control Systems with Random Packet Dropouts Subject to Time-Varying Sampling, IEEE Transactions on Automatic Control. 62(8) (2017) 4194–4201.
 M. Li and Y. Chen, Robust Tracking Control of Networked Control Systems with Communication Constraints and External Disturbance, IEEE Transactions on Industrial Electronics. 64(5) (2017) 4037–4047.
 I. Sakti and D. R. Prajitno, Experiment of Networked Control System (NCS) using Network Emulator, 3rd International Conference on Information Technology, Computer, and Electrical Engineering, ICITACEE. (2017) 100–105.
 L. Jianning, S. Hongye, W. Zhengguang, and C. Jian, Stabilization of Wireless Networked Control System with Multi-Packet Transmission Policy, Chinese Control Conference, CCC. (2012) 5770–5774.
 J. Ma, K. Liu, S. Sun, and G. Yang, Design and Simulation of Large Delay Wireless Network Control System, Proceedings - 8th International Conference on Instrumentation and Measurement, Computer, Communication and Control, IMCCC. (2018) 217–220.
 Y. Wang, S. X. Ding, D. Xu, and B. Shen, An H? Fault Estimation Scheme of Wireless Networked Control Systems for Industrial Real-Time Applications, IEEE Transactions on Control Systems Technology. 22(6) (2014) 2073–2086.
 J. Jithish and S. Sankaran, Securing Networked Control Systems: Modeling Attacks and Defenses, IEEE International Conference on Consumer Electronics-Asia, ICCE-Asia. (2018) 7–11.
 B. S. Solanki, R. Kumawat, and S. Srinivasan, An Impact of Different Uncertainties and Attacks on the Performance Metrics and Stability of Industrial Control System, Communication and Intelligent Systems. (2021) 557–574.
 C. Xiang, L. Qiu, J. Pan, B. Zhang, and R. Yang, Predictive Feedback Control Based on Dos Attacks Network Control System, IEEE International Conference on Control and Automation, ICCA. (2020) 1189–1192.
 Z. W. Wang and H. H. Gao, Linear Quadratic Optimal Control of Networked Control System, Proceedings of the 27th Chinese Control and Decision Conference, CCDC. (61263003) (2015) 2177–2182.
 N. Y, M. J. Gopinath, and G. L, DDoS Mitigation using Software Defined Network, International Journal of Engineering Trends and Technology. 24(5) (2015) 258–264.
 S. S. Chowriwar, M. S. Mool, P. P.Sabale, S. S.Parpelli, and M. N. Sambhe, Mitigating Denial-of-Service Attacks Using Secure Service Overlay Model, International Journal of Engineering Trends and Technology. 8(9) (2014) 479–483.
 V. Raghuwanshi and S. Jain, Denial of Service Attack in VANET: A Survey, International Journal of Engineering Trends and Technology. 28(1) (2015) 15–20.
 K. Bouzoubaa, Y. Taher, and B. Nsiri, DOS-DDOS Attacks Predicting: Performance Comparison of the Main Feature Selection Strategies, International Journal of Engineering Trends and Technology. 70(1) (2022) 299–312.
 H. Lin, H. Su, P. Shi, R. Lu, and Z. G. Wu, Estimation and LQG Control over Unreliable Network with Acknowledgment Randomly Lost, IEEE Transactions on Cybernetics. 47(12) (2017) 4074–4085.
 M. Palmisano, M. Steinberger, and M. Horn, Optimal Finite-Horizon Control for Networked Control Systems in the Presence of Random Delays and Packet Losses, IEEE Control Systems Letters. 5(1) (2021) 271–276.
 D. Satoh, K. Kobayashi, and Y. Yamashita, Stochastic Model Predictive Control of Multi-Hop Control Networks with Packet Dropouts, 56th Annual Conference of the Society of Instrument and Control Engineers of Japan, SICE. (2017) 164–167.
 Y. Uchiyama, T. Zanma, S. Fujisawa, K. Koiwa, and K. Z. Liu, Optimal Self-triggered Control in Networked Control Systems, Proceedings - 12th France-Japan and 10th Europe-Asia Congress on Mechatronics, Mechatronics. (2018) 170–173.
 F. Miao, Q. Zhu, M. Pajic, and G. J. Pappas, Coding Schemes for Securing Cyber-Physical Systems against Stealthy Data Injection Attacks, IEEE Transactions on Control of Network Systems. 4(1) (2017) 106–117.
 Y. Pan and G. H. Yang, Event-Triggered Fuzzy Control for Nonlinear Networked Control Systems, Fuzzy Sets, and Systems. 329(8) (2017) 91–107.
 Z. Pang, C. Lin, G. Liu, and C. Han, Data-Driven Networked Predictive Control of a Class of Nonlinear Systems with Random Packet Dropouts, Chinese Control Conference, CCC. (2017) 7956–7961.
 M. Ren, J. Zhang, M. Jiang, M. Yu, and J. Xu, Minimum = (h,?)-Entropy Control for Non-Gaussian Stochastic Networked Control Systems and its Application to a Networked DC Motor Control System, IEEE Transactions on Control Systems Technology. 23(1) (2015) 406–411.
 W. Ren and J. Xiong, Tracking Control of Nonlinear Networked and Quantized Control Systems with Communication Delays, ArXiv. 65(8) (2019) 3685–3692.
 M. Razeghi-Jahromi and A. Seyedi, Stabilization of Networked Control Systems with Sparse Observer-Controller Networks, IEEE Transactions on Automatic Control. 60(6) (2015) 1686–1691.
 C. Tan, L. Li, and H. Zhang, Stabilization of Discrete-Time Networked Control Systems with Packet Dropout and Network-Induced Delay, Chinese Control Conference, CCC. (2015) 6557–6561.
 B. S. Solanki, R. Kumawat, and S. Srinivasan Averting and Mitigating the Effects of Uncertainties with Optimal Control in Industrial Networked Control System. (2022) 316–318. https://doi.org/10.1109/ises52644.2021.00080
 X. Tang, T. Li, S. Cong, and W. Qian, Event-Triggered Adaptive Control for Networked Control Systems Under Two Stochastic Cyber-Attacks, Proceedings of the 31st Chinese Control and Decision Conference, CCDC. (2019) 170–175.
 J. Sun and J. Chen, Networked Predictive Control for Linear Systems with Communication Delay in the Feedback Channel, Stability, Control and Application of Time-Delay Systems. (2019) 315–331.
 X. M. Tang, S. Yang, J. M. Yu, and H. C. Qu, Guaranteed Cost Control of Networked Control Systems With Bounded Packet Loss Based on Quantization Dependent Lyapunov Function, Zidonghua Xuebao/Acta Automatica Sinica. 44(8) (2018) 1381–1390.
 J. Wang and C. Liu, Stability Analysis for a Class of Nonlinear Networked Control Systems, Chinese Control Conference, CCC. (3) (2018) 1287–1290.
 P. Wang and W. Che, Quantized H? Control for Networked Control Systems with Random Packet Losses, Proceedings of the 27th Chinese Control and Decision Conference, CCDC. (2015) 6557–6562.
 D. Wang, D. Liu, H. Li, B. Luo, and H. Ma, An Approximate Optimal Control Approach for Robust Stabilization of a Class of Discrete-Time Nonlinear Systems with Uncertainties, IEEE Transactions on Systems, Man, and Cybernetics: Systems. 46(5) (2016) 713–717.
 T. Wang, H. Gao, and J. Qiu, A Combined Adaptive Neural Network and Nonlinear Model Predictive Control for Multirate Networked Industrial Process Control, IEEE Transactions on Neural Networks and Learning Systems. 27(2) (2016) 416–425.
 K. Xu, J. Zhou, F. Liu, and G. Gu, LQG Control for Networked Control Systems in Data Packet Drops, Chinese Control Conference, CCC. (2016) 7428–7433.
 Y. F. Guo and S. Y. Li, Transmission Probability Condition for Stabilizability of Networked Control Systems, IET Control Theory, and Applications. 4(4) (2010) 672–682.
 F. L. Qu, Z. H. Guan, T. Li, and F. S. Yuan, Stabilisation of Wireless Networked Control Systems with Packet Loss, IET Control Theory and Applications. 6(15) (2012) 2362–2366.
 M. Steinberger and M. Horn, A Stability Criterion for Networked Control Systems with Packetized Transmissions, IEEE Control Systems Letters. 5(3) (2021) 911–916.
 Z. H. Pang, W. C. Luo, G. P. Liu, and Q. L. Han, Observer-Based Incremental Predictive Control of Networked Multi-Agent Systems with Random Delays and Packet Dropouts, IEEE Transactions on Circuits and Systems II: Express Briefs. 68(1) (2021) 426–430.
 M. Li, Y. Chen, X. Bin Zhang, and Y. P. Xian, A Predictive Control Method for Networked Control Systems with Random Delay and Packet Dropouts, Chinese Control Conference, CCC. (2016) 4372–4377.
 T. Li, W. A. Zhang, and L. Yu, Improved Switched System Approach to Networked Control Systems with Time-Varying Delays, IEEE Transactions on Control Systems Technology. 27(6) (2019) 2711–2717.
 H. C. Cho and M. S. Fadali, Nonlinear Network-Induced Time-Delay Systems with Stochastic Learning, IEEE Transactions on Control Systems Technology. 19(4) (2011) 843–851.
 B. S. Solanki, R. Kumawat, and S. Srinivasan, Synthesize the Effect of Intrusion and Imperfection on Networked-Connected Control System with Optimal Control Strategy, 10th International Conference on Information and Automation for Sustainability, ICIAfS. (2021) 105–110.
 S. Bi and M. Zawodniok, PDF-based Tuning of Stochastic Optimal Controller Design for Cyber-Physical Systems with Uncertain Delay Dynamics, IET Cyber-Physical Systems: Theory & Applications. 2(1) (2017) 1–9.
 S. W. Gao and G. Y. Tang, Output Feedback Stabilization of Networked Control Systems with Random Delays, IFAC Proceedings. 44(1) (2011) 3250–3255.
 Z. Gao, L. Yang, H. Wang, and X. Li, Active Fault-Tolerant Control of Electric Power Steering System with Sensor Fault, Chinese Control Conference, CCC. (2017) 9630–9636.
 J. Li, H. Yu, W. Liang, P. Zeng, and M. Yuan, A Survey of Packet Disordering Existing in Networked Control Systems, IEEE International Conference on Cyber Technology in Automation, Control and Intelligent Systems, IEEE-CYBER. (2015) 1797–1801.
 Z. Pang, G. Liu, D. Zhou, and D. Sun, Data-Based Predictive Control for Networked Nonlinear Systems with Packet Dropout and Measurement Noise, Journal of Systems Science and Complexity. 30(5) (2017) 1072–1083.
 Y. Sun, Finite-Time Bounded and Boundedness of Networked Control Systems with Random Time Delay and Packet Dropout, Chinese Control Conference, CCC. (2) (2017) 7611–7615.
 A. O. De Sa, L. F. R. D. C. Carmo, and R. C. S. Machado, Use of Switching Controllers for Mitigation of Active Identification Attacks in Networked Control Systems, Proceedings - IEEE 15th International Conference on Dependable, Autonomic and Secure Computing, IEEE 15th International Conference on Pervasive Intelligence and Computing, IEEE 3rd International Conference on Big Data Intelligence and Compu. (2018) 257–262.
 A. W. Al-Dabbagh, Y. Li, and T. Chen, An Intrusion Detection System for Cyberattacks in Wireless Networked Control Systems, IEEE Transactions on Circuits and Systems II: Express Briefs. 65(8) (2018) 1049–1053.
 J. Hu, C. Liu, and Y. Song Switching Control for a Networked Control System with Denial-of-Service Attacks, Chinese Control Conference, CCC. (2017) 7667–7672.
 X. Huang and J. Dong, Reliable Control Policy of Cyber-Physical Systems against a Class of Frequency-Constrained Sensor and Actuator Attacks, IEEE Transactions on Cybernetics. 48(12) (2018) 3432–3439.
 S. Hu, Y. Zhou, X. Chen, and Y. Ma, H ? controller Design of Event-Triggered Networked Control Systems under Quantization and Denial-of-Service Attacks, Chinese Control Conference, CCC. (2018) 6338–6343.
 Z. H. Pang and G. P. Liu, Design and Implementation of Secure Networked Predictive Control Systems under Deception Attacks, IEEE Transactions on Control Systems Technology. 20(5) (2012) 1334–1342.
 C. Schellenberger and P. Zhang, Detection of Covert Attacks on Cyber-Physical Systems by Extending the System Dynamics with an Auxiliary System, IEEE 56th Annual Conference on Decision and Control, CDC. (2018) 1374–1379.
 J. Zhang, C. Peng, S. Masroor, H. Sun, and L. Chai, Stability Analysis of Networked Control Systems with Denial-of-Service Attacks, UKACC International Conference on Control, UKACC Control. (2016). https://doi.org/10.1109/CONTROL.2016.7737622.
 Q. Zhang and F. Qu, Stabilization of Networked Control Systems via Switching and Impulsive Controllers, Proceedings of the 31st Chinese Control and Decision Conference, CCDC. (2019) 1852–1856.
 X. M. Zhang et al., Networked Control Systems: A Survey of Trends and Techniques, IEEE/CAA Journal of Automatica Sinica. 7(1) (2020) 1–17.
 M. Tahboush, M. Agoyi, and A. Esaid, Multistage Security Detection in the Mobile Ad-Hoc Network (MANET), International Journal of Engineering Trends and Technology. 68(11) (2020) 97–104.
 B. S. Solanki, K. Renu, and S. Srinivasan, Stability and Security Analysis with Identification of Attack on Industrial Networked Control System: An Overview, Internetworking Indonesia Journal. 11(2) (2019) 3–8.
 C. Huang, Y. Bai, and Y. Zhu, PID Controller Design for a Class of Networked Cascade Control Systems, Proceedings - 2nd IEEE International Conference on Advanced Computer Control, ICACC. 1 (2010) 43–47.
 N. Noroozi, R. Geiselhart, S. H. Mousavi, R. Postoyan, and F. R. Wirth, Integral Input-To-State Stability of Networked Control Systems, IEEE Transactions on Automatic Control. 65(3) (2020) 1203–1210.
 Y. Zhou, J. Cao, C. Ma, and Q. Zang, A Stochastic Stability Controller Design for Networked Control Systems with Random Time Delays, Proceedings of the 27th Chinese Control and Decision Conference, CCDC. (2015) 2200–2204.
 C. Zhu and F. Chai, Triggered Networked Control System with a Random Delay, Proceedings of IEEE 3rd Information Technology, Networking, Electronic and Automation Control Conference, ITNEC 2019. (2019) 1145–1149.
 W. Lu, X. Yin, Y. Fu, and Z. Gao, Observer-Based Event-Triggered Predictive Control for Networked Control Systems Under Dos Attacks, Sensors (Switzerland). 20(23) (2020) 1–21.
 H. Xu, S. Jagannathan, and F. L. Lewis, Stochastic Optimal Design for Unknown Linear Discrete-Time System Zero-Sum Games in the Input-Output form Under Communication Constraints, Asian Journal of Control. 16(5) (2014) 1263–1276.
 K. Glover, A Loop Shaping Design Procedure using HA Synthesis, IEEE Transactions on Automatic Control. 37(6) (1992) 759–769.
 K. Glover and D. Mcfarlane, Robust Stabilization of Normalized Coprime Factor Plant Descriptions with H?-Bounded Uncertainty, IEEE Transactions on Automatic Control. 34(8) (1989) 821–830.
 V. M. Hern, DC / DC Buck Power Converter as a Smooth Starter for a DC Motor Based on a Hierarchical Control. 30(2) (2015) 1076– 1084