Fundamental issues in networked control systems

IEEE/CAA Journal of Automatica Sinica

Volumn 5, Issue 5, 2018, Pages 902-922

  Mahmoud, Magdi S ^a   Hamdan, Mutaz M ^a  

^a KING FAHD UNIVERSITY OF PETROLEUM AND MINERALS   (Saudi Arabia)

Author keywords

Decentralized networked control systems (NCS); distributed networked control systems; network constraints; networked control system; quantization; time delays

Indexed keywords

CONTROL THEORY; IMPULSE RESPONSE; MARKOV PROCESSES; STOCHASTIC CONTROL SYSTEMS; STOCHASTIC SYSTEMS; TIME DELAY;

COMMUNICATION CONSTRAINTS; DISTRIBUTED NETWORKED-CONTROL-SYSTEM; INPUT DELAY SYSTEMS; NETWORK CONSTRAINTS; QUANTIZATION; QUANTIZATION ERRORS; TRANSMISSION INTERVALS; VARIABLE TRANSMISSION;

NETWORKED CONTROL SYSTEMS;

EID: 85049697549     PISSN: 23299266     EISSN: 23299274     Source Type: Journal    
DOI: 10.1109/JAS.2018.7511162     Document Type: Article

References (196)

1. W. Zhang, M. S. Branicky, and S. M. Phillips, "Stability of networked control systems, " IEEE Control Syst., vol. 21, no. 1, pp. 84-99, Feb. 2001.
2. T. C. Yang, "Networked control system: a brief survey, " IEE Proc. Control Theory Appl., vol. 153, no. 4, pp. 403-412, Jul. 2006.
3. J. Baillieul and P. J. Antsaklis, "Control and communication challenges in networked real-time systems, " Proc. IEEE, vol. 95, no. 1, pp. 9-28, Jan. 2007.
4. J. Hespanha, P. Naghshtabrizi, and Y. G. Xu, "A survey of recent results in networked control systems, " Proc. IEEE, vol. 95, no. 1, pp. 138-162, Jan. 2007.
5. R. A. Gupta and M. Y. Chow, "Networked control system: overview and research trends, " IEEE Trans. Ind. Electron., vol. 57, no. 7, pp. 2527-2535, Jul. 2010.
6. L. X. Zhang, H. J. Gao, and O. Kaynak, "Network-induced constraints in networked control systems-a survey, " IEEE Trans. Ind. Inf., vol. 9, no. 1, pp. 403-416, Feb. 2013.
7. Y. Q. Xia, Y. L. Gao, L. P. Yan, and M. Y. Fu, "Recent progress in networked control systems-a survey, " Int. J. Autom. Comput., vol. 12, no. 4, pp. 343-367, Aug. 2015.
8. X. M. Zhang, Q. L. Han, and Y. L. Wang, "A brief survey of recent results on control and filtering for networked systems, " in Proc. 12th World Congress on Intelligent Control and Automation (WCICA), Guilin, China, 2016, pp. 64-69.
9. X. M. Zhang, Q. L. Han, and X. H. Yu, "Survey on recent advances in networked control systems, " IEEE Trans. Ind. Inf., vol. 12, no. 5, pp. 1740-1752, Oct. 2016.
10. M. S. Mahmoud, "Networked control systems analysis and design: an overview, " Arab. J. Sci. Eng., vol. 41, no. 3, pp. 711-758, Mar. 2016.
11. M. S. Mahmoud and Y. Q. Xia, "The interaction between control and computing theories: new approaches, " Int. J. Autom. Comput., vol. 14, no. 3, pp. 254-274, Jun. 2017.
12. L. Zou, W. Z. Dong, and D. H. Zhou, "Event-based control and filtering of networked systems: a survey, " Int. J. Autom. Comput., vol. 14, no. 3, pp. 239-253, Jun. 2017.
13. F. Y. Wang and D. R. Liu, Networked Control Systems Theory and Applications. London: Springer, 2008.
14. A. Bemporad, M. Heemels, and M. Johansson, Networked Control Systems: Theory and Applications. Berlin: Springer, 2010.
15. Y. Q. Xia, M. Y. Fu, and G. P. Liu, Analysis and Synthesis of Networked Control Systems. Berlin: Springer, 2011.
16. M. S. Mahmoud, Control and Estimation Methods over Communication Networks. London: Springer, 2014.
17. E. Garcia, M. J. McCourt, and P. J. Antsaklis, "Model-based eventtriggered control of networked systems, " Event-Based Control and Signal Processing. Boca Raton: CRC Press, 2015, pp. 177-202.
18. X. H. Ge, F. W. Yang, and Q. L. Han, "Distributed networked control systems: a brief overview, " Inf. Sci., vol. 380, pp. 117-131, Feb. 2017.
19. W. P. M. H. Heemels, D. Nesi c, A. R. Teel, and N. van de Wouw, "Net-worked and quantized control systems with communication delays, " in Proc. 48th IEEE Conf. Decision and Control (CDC) held jointly with 28th Chinese Control Conf., Shanghai, China, 2009, pp. 7929-7935.
20. H. Sun, N. Hovakimyan, and T. Basar, "L1 adaptive controller for quantized systems, "in Proc. 2011 American Control Conf., San Francisco, CA, pp. 582-587.
21. R. W. Brockett and D. Liberzon, "Quantized feedback stabilization of linear systems, " IEEE Trans. Autom. Control, vol. 45, no. 7, pp. 1279-1289, Jul. 2000.
22. D. Liberzon, "Hybrid feedback stabilization of systems with quantized signals, " Automatica, vol. 39, no. 9, pp. 1543-1554, Sep. 2003.
23. N. Elia and S. K. Mitter, "Stabilization of linear systems with limited information, " IEEE Trans. Autom. Control, vol. 46, no. 9, pp. 1384-1400, Sep. 2001.
24. M. Y. Fu and L. H. Xie, "The sector bound approach to quantized feedback control, " IEEE Trans. Autom. Control, vol. 50, no. 11, pp. 1698-1711, Nov. 2005.
25. H. J. Gao and T. W. Chen, "A new approach to quantized feedback control systems, " Automatica, vol. 44, no. 2, pp. 534-542, Feb. 2008.
26. M. Y. Fu and L. H. Xie, "The sector bound approach to quantized feedback control, " IEEE Trans. Autom. Control, vol. 50, no. 11, pp. 1698-1711, Nov. 2005.
27. K. Tsumura, H. Ishii, and H. Hoshina, "Tradeoffs between quantization and packet loss in networked control of linear systems, " Automatica, vol. 45, no. 12, pp. 2963-2970, Dec. 2009.
28. Y. Ishido, K. Takaba, and D. E. Quevedo, "Stability analysis of networked control systems subject to packet-dropouts and finite-level quantization, " Syst. Control Lett., vol. 60, no. 5, pp. 325-332, May 2011.
29. Y. Sharon and D. Liberzon, "Stabilization of linear systems under coarse quantization and time delays, " IFAC Proc. Vol., vol. 43, no. 19, pp. 31-36, 2010.
30. Y. Sharon and D. Liberzon, "Input to state stabilizing controller for systems with coarse quantization, " IEEE Trans. Autom. Control, vol. 57, no. 4, pp. 830-844, Apr. 2012.
31. J. J. Yan and Y. Q. Xia, "Quantized control for networked control systems with packet dropout and unknown disturbances, " Inf. Sci., vol. 354, pp. 86-100, Aug. 2016.
32. T. H. Lee, J. W. Xia, and J. H. Park, "Networked control system with asynchronous samplings and quantizations in both transmission and receiving channels, " Neurocomputing, vol. 237, pp. 25-38, May 2017.
33. L. Bao, M. Skoglund, and K. H. Johansson, "Encoder-decoder design for event-triggered feedback control over bandlimited channels, " in Proc. 2006 American Control Conf., Minneapolis, USA, pp. 4183-4188.
34. L. C. Li, X. F. Wang, and M. Lemmon, "Stabilizing bit-rates in quantized event triggered control systems, " Proc. 15th ACM Int. Conf. Hybrid Systems: Computation and Control, Beijing, China, 2012, pp. 245-254.
35. S. J. Hu and D. Yue, "Event-triggered control design of linear networked systems with quantizations, " ISA Trans., vol. 51, no. 1, pp. 153-162, Jan. 2012.
36. E. Garcia and P. J. Antsaklis, "Model-based event-triggered control for systems with quantization and time-varying network delays, " IEEE Trans. Autom. Control, vol. 58, no. 2, pp. 422-434, Feb. 2013.
37. H. Yan, S. Yan, H. Zhang, and H. Shi, "L2 control design of event-triggered networked control systems with quantizations, " J. Franklin Inst., vol. 352, no. 1, pp. 332-345, Jan. 2015.
38. J. L. Xiong and J. Lam, "Stabilization of networked control systems with a logic ZOH, " IEEE Trans. Autom. Control, vol. 54, no. 2, pp. 358-363, Feb. 2009.
39. M. B. G. Cloosterman, L. Hetel, N. van deWouw, W. P. M. H. Heemels, J. Daafouz, and H. Nijmeijer, "Controller synthesis for networked control systems, " Automatica, vol. 46, no. 10, pp. 1584-1594, Oct. 2010.
40. D. Yue, Q. L. Han, and C. Peng, "State feedback controller design of networked control systems, " in Proc. 2004 IEEE Int. Conf. Control Applications, Taipei China, 2004, pp. 242-247.
41. H. J. Gao and T. W. Chen, "Network-based H1 output tracking control, " IEEE Trans. Autom. Control, vol. 53, no. 3, pp. 655-667, Apr. 2008.
42. X. T. Na, Y. F. Zhan, Y. Q. Xia, and J. J. Dong, "Control of networked systems with packet loss and channel uncertainty, " IET Control Theory Appl., vol. 10, no. 17, pp. 2251-2259, Nov. 2016.
43. D. Ma, G. M. Dimirovski, and J. Zhao, "Hybrid state feedback controller design of networked switched control systems with packet dropout, " in Proc. 2010 American Control Conf., Baltimore, MD, pp. 1368-1373.
44. S. Yin, L. Yu, and W. A. Zhang, "A switched system approach to networked H1 filtering with packet losses, " Circuits Syst. Signal Process., vol. 30, no. 6, pp. 1341-1354, Dec. 2011.
45. Y. Sun and S. Qin, "Stability of networked control systems with packet dropout: an average dwell time approach, " IET Control Theory Appl., vol. 5, no. 1, pp. 47-53, Jan. 2011.
46. P. Seiler and R. Sengupta, "Analysis of communication losses in vehicle control problems, " in Proc. 2001 America Control Conf., Arlington, VA, USA, pp. 1491-1496.
47. J. L. Xiong and J. Lam, "Stabilization of linear systems over networks with bounded packet loss, " Automatica, vol. 43, no. 1, pp. 80-87, Jan. 2007.
48. Z. D. Wang, F. W. Yang, D. W. C. Ho, and X. H. Liu, "Robust H1 control for networked systems with random packet losses, " IEEE Trans. Syst. Man Cybern. B: Cybern., vol. 37, no. 4, pp. 916-924, Apr. 2007.
49. M. S. Mahmoud, S. Z. Selim, and P. Shi, "Global exponential stability criteria for neural networks with probabilistic delays, " IET Control Theory Appl., vol. 4, no. 11, pp. 2405-2415, Nov. 2010.
50. M. S. Mahmoud, S. Z. Selim, P. Shi, and M. H. Baig, "New results on networked control systems with non-stationary packet dropouts, " IET Control Theory Appl., vol. 6, no. 15, pp. 2442-2452, Oct. 2012.
51. X. L. Luan, P. Shi, and F. Liu, "Stabilization of networked control systems with random delays, " IEEE Trans. Ind. Electron., vol. 58, no. 9, pp. 4323-4330, Sep. 2011.
52. D. Zhang, P. Shi, Q. G. Wang, and L. Yu, "Analysis and synthesis of networked control systems: a survey of recent advances and challenges, " ISA Trans., vol. 66, pp. 376-392, Jan. 2017.
53. E. Fridman, A. Seuret, and J. Richard, "Robust sampled-data stabilization of linear systems: an input delay approach, " Automatica, vol. 40, no. 8, pp. 1441-1446, Aug. 2004.
54. L. Mirkin, "Some remarks on the use of time-varying delay to model sample-and-hold circuits, " IEEE Trans. Autom. Control, vol. 52, no. 6, pp. 1109-1112, Jun. 2007.
55. E. Fridman, "A refined input delay approach to sampled-data control, " Automatica, vol. 46, no. 2, pp. 421-427, Feb. 2010.
56. K. Liu and E. Fridman, "Wirtingers inequality and Lyapunov-based sampled-data stabilization, " Automatica, vol. 48, no. 1, pp. 102-108, Jan. 2012.
57. Z. G. Wu, P. Shi, H. Y. Su, and J. Chu, "Local synchronization of chaotic neural networks with sampled-data and saturating actuators, " IEEE Trans. Cybern., vol. 44, no. 12, pp. 2635-2645, Dec. 2014.
58. Z. G. Wu, P. Shi, H. Y. Su, and J. Chu, "Exponential stabilization for sampled-data neural-network-based control systems, " IEEE Trans. Neural Netw. Learn. Syst., vol. 25, no. 12, pp. 2180-2190, Dec. 2014.
59. Y. J. Liu and S. M. Lee, "Stability and stabilization of Takagi-Sugeno fuzzy systems via sampled-data and state quantized controller, " IEEE Trans. Fuzzy Syst., vol. 24, no. 3, pp. 635-644, Jun. 2016.
60. Y. L. Wang and Q. L. Han, "Modelling and controller design for discrete-time networked control systems with limited channels and data drift, " Inf. Sci., vol. 269, pp. 332-348, Jun. 2014.
61. L. Q. Zhang, Y. Shi, T. W. Chen, and B. Huang, "A new method for stabilization of networked control systems with random delays, " IEEE Trans. Autom. Control, vol. 50, no. 8, pp. 1177-1181, Aug. 2005.
62. Y. Shi and B. Yu, "Output feedback stabilization of networked control systems with random delays modeled by Markov chains, " IEEE Trans. Autom. Control, vol. 54, no. 7, pp. 1668-1674, Jul. 2009.
63. Y. Shi and B. Yu, "Robust mixed H2=H1 control of networked control systems with random time delays in both forward and backward communication links, " Automatica, vol. 47, no. 4, pp. 754-760, Apr. 2011.
64. A. Onat, T. Naskali, E. Parlakay, and O. Mutluer, "Control over imperfect networks: model-based predictive networked control systems, " IEEE Trans. Ind. Electron., vol. 58, no. 3, pp. 905-913, Mar. 2011.
65. Y. Ge, Q. G. Chen, M. Jiang, and Y. Q. Huang, "Modeling of random delays in networked control systems, " J. Control Sci. Eng., vol. 2013, pp. 1-9, Article ID 383415, Jul. 2013.
66. R. Luck and A. Ray, "Delay compensation in integrated communication and control systems: Part I-conceptual development and analysis, " in Proc. American Control Conf., San Diego, CA, USA, 1990, pp. 2045-2050.
67. R. Luck and A. Ray, "Delay compensation in integrated communication and control systems: Part II-implementation and verification, " in Proc. American Control Conf., San Diego, CA, USA, 1990, pp. 2051-2055.
68. A. L. Garcia and I. Widjaja, Communication Networks: Fundamental Concepts and Key Architectures. New York: McGraw-Hill, 2001.
69. R. Brockett. "Stabilization of motor networks, " in Proc. 34th IEEE Conf. Decision and Control, New Orleans, LA, USA, 1995, pp. 1484-1488.
70. V. Blondell and J. Tsitsiklis, "NP hardness of some linear control design problems, " SIAM J. Control Optim., vol. 35, no. 6, pp. 2118-2127, 1997.
71. D. Hristu-Varsakelis, "Feedback control systems as users of a shared network: communication sequences that guarantee stability, " in Proc. 40th IEEE Conf. Decision and Control, Orlando, FL, USA, 2001, pp. 3631-3636.
72. M. S. Branicky, S. M. Phillips, and W. Zhang, "Scheduling and feedback co-design for networked control systems, " in Proc. 41st IEEE Conf. Decision and Control, Las Vegas, NV, USA, 2002, pp. 1211-1217.
73. L. Zhang and D. Hristu-Varsakelis, "Communication and control codesign for networked control systems, " Automatica, vol. 42, no. 6, pp. 953-958, Jun. 2006.
74. W. J. Rugh, Linear System Theory (second edition). Upper Saddle River, New Jersey: Prentice Hall, 1996.
75. Y. Q. Wang, H. Ye, S. Ding, and G. Z. Wang, "Fault detection of networked control systems subject to access constraints and random packet dropout, " Acta Autom. Sinica, vol. 35, no. 9, pp. 1235-1239, Sep. 2009.
76. H. B. Song, W. A. Zhang, and L. Yu, "H1 filtering of network-based systems with communication constraints, " IET Signal Process., vol. 4, no. 1, pp. 69-77, Mar. 2010.
77. H. B. Song, L. Yu, and W. A. Zhang, "Networked H1 filtering for linear discrete-time systems, " Inf. Sci., vol. 181, pp. 3, no. 686-696, Feb. 2011.
78. G. Guo, "A switching system approach to sensor and actuator assignment for stabilisation via limited multi-packet transmitting channels, " Int. J. Control, vol. 84, no. 1, pp. 78-93, Feb. 2011.
79. D. Zhang, L. Yu, and Q. G. Wang, "Fault detection for a class of network-based nonlinear systems with communication constraints and random packet dropouts, " Int. J. Adapt. Control Signal Process., vol. 25, no. 10, pp. 876-898, Oct. 2011.
80. W. A. Zhang, L. Yu, and G. Feng, "Stabilization of linear discrete-time networked control systems via protocol and controller co-design, " Int. J. Robust. Nonlinear Control, vol. 25, no. 16, pp. 3072-3085, Nov. 2015.
81. P. D. Zhou, L. Yu, H. B. Song, and L. L. Ou, "H-infinity filtering for network-based systems with stochastic protocols, " Control Theory Appl., vol. 27, no. 12, pp. 1711-1716, 2010.
82. G. Guo, Z. B. Lu, and Q. L. Han, "Control with Markov sensors/actuators assignment, " IEEE Trans. Autom. Control, vol. 57, no. 7, pp. 1799-1804, Jul. 2012.
83. C. Z. Zhang, G. Feng, J. B. Qiu, and W. A. Zhang, "T-S fuzzy-modelbased piecewise H1 output feedback controller design for networked nonlinear systems with medium access constraint, " Fuzzy Sets Syst., vol. 248, pp. 86-105, Aug. 2014.
84. H. Zhang, Y. Tian, and L. X. Gao, "Stochastic observability of linear systems under access constraints, " Asian J. Control, vol. 17, no. 1, pp. 64-73, Jun. 2015.
85. L. Zou, Z. D. Wang, and H. J. Gao, "Observer-based H1 control of networked systems with stochastic communication protocol: the finitehorizon case, " Automatica, vol. 63, pp. 366-373, Jan. 2016.
86. D. Zhang, H. Y. Song, and L. Yu, "Robust fuzzy-model-based filtering for nonlinear cyber-physical systems with multiple stochastic incomplete measurements, " IEEE Trans. Syst. Man Cybern.: Syst., vol. 47, no. 8, pp. 1826-1838, Aug. 2017.
87. N. van de Wouw, P. Naghshtabrizi, M. B. G. Cloosterman, and J. P. Hespanha, "Tracking control for sampled-data systems with uncertain time-varying sampling intervals and delays, " Int. J. Robust Nonlinear Control, vol. 20, no. 4, pp. 387-411, Mar. 2010.
88. N. W. Bauer, P. J. H. Maas, and W. P. M. H. Heemels, "Stability analysis of networked control systems: a sum of squares approach, " Automatica, vol. 48, no. 8, pp. 1514-1524, Aug. 2012.
89. M. S. Mahmoud, "Estimator design for networked control systems with nonstationary packet dropouts, " IMA J. Math. Control Inf., vol. 30, no. 3, pp. 395-405, Sep. 2013.
90. J. J. Yan, Y. Q. Xia, and L. Li, "Stabilization of fuzzy systems with quantization and packet dropout, " Int. J. Robust Nonlinear Control, vol. 24, no. 10, pp. 1563-1583, Jul. 2014.
91. M. Hussain and M. Rehan, "Nonlinear time-delay anti-windup compensator synthesis for nonlinear time-delay systems: a delay-rangedependent approach, " Neurocomputing, vol. 186, pp. 54-65, Apr. 2016.
92. L. Sheng, Z. D. Wang, W. B. Wang, and F. E. Alsaadi, "Outputfeedback control for nonlinear stochastic systems with successive packet dropouts and uniform quantization effects, " IEEE Trans. Syst. Man Cybern. Syst., vol. 47, no. 7, pp. 1181-1191, Jul. 2017.
93. R. Y. Ling, D. Zhang, L. Yu, and W. A. Zhang, "H1 filtering for a class of networked systems with stochastic sampling-a Markovian system approach, " in Proc. 32nd Chinese Control Conf., Xi'an, China, 2013, pp. 6616-6621.
94. X. Y. Jia, B. Tang, D. F. He, and S. G. Peng, "Fuzzy-model-based robust stability of nonlinear networked control systems with input missing, " in Proc. 26th Chinese Control and Decision Conf., Changsha, China, 2014, pp. 1995-2002.
95. M. S. Mahmoud and A. W. A. Saif, "Robust quantized approach to fuzzy networked control systems, " IEEE J. Emerg. Sel Top. Circuits Syst., vol. 2, no. 1, pp. 71-81, Mar. 2012.
96. D. Nesic and D. Liberzon, "A unified approach to controller design for systems with quantization and time scheduling, " in Proc. 46th IEEE Conf. Decision and Control, New Orleans, LA, USA, 2007, pp. 3939-3944.
97. M. C. F. Donkers, W. P. M. H. Heemels, N. van de Wouw, and L. Hetel, "Stability analysis of networked control systems using a switched linear systems approach, " IEEE Trans. Autom. Control, vol. 56, no. 9, pp. 2101-2115, Sep. 2011.
98. M. Li, J. Sun, and L. H. Dou, "Stability of an improved dynamic quantised system with time-varying delay and packet losses, " IET Control Theory Appl., vol. 9, no. 6, pp. 988-995, Apr. 2014.
99. C. Z. Zhang, G. Feng, J. B. Qiu, and Y. Y. Shen, "Control synthesis for a class of linear network-based systems with communication constraints, " IEEE Trans. Ind. Electron., vol. 60, no. 8, pp. 3339-3348, Aug. 2013.
100. P. Shi, R. N. Yang, and H. J. Gao, "State feedback control for networked systems with mixed delays subject to quantization and dropout compensation, " in Proc. 2011 Chinese Control and Decision Conf., Mianyang, China, pp. 295-299.
101. F. Rasool and S. K. Nguang, "Quantized robust H1 output feedback control of discrete-time systems with random communication delays, " IET Control Theory Appl., vol. 4, no. 11, pp. 2252-2262, Dec. 2010.
102. M. S. Mahmoud and N. B. Almutairi, "Feedback fuzzy control for quantized networked systems with random delays, " Appl. Math. Comput., vol. 290, pp. 80-97, Nov. 2016.
103. G. Y. Lai, Z. Liu, Y. Zhang, and C. L. P. Chen, "Adaptive fuzzy quantized control of time-delayed nonlinear systems with communication constraint, " Fuzzy Sets Syst., vol. 314, pp. 61-78, May 2017.
104. M. S. Mahmoud, "Improved networked-control systems approach with communication constraint, " IMA J. Math. Control Inf., vol. 29, no. 2, pp. 215-233, Jun. 2012.
105. C. Jiang, D. X. Zou, Q. L. Zhang, and S. Guo, "Quantized dynamic output feedback control for networked control systems, " J. Syst. Eng. Electron., vol. 21, no. 6, pp. 1025-1032, Dec. 2010.
106. J. J. Yan, Y. Q. Xia, and C. L. Wen, "Quantized control for NCSs with communication constraints, " Neurocomputing, vol. 267, pp. 489-499, Dec. 2017.
107. S. J. L. M. van Loon, M. C. F. Donkers, N. van de Wouw, and W. P. M. H. Heemels, "Stability analysis of networked and quantized linear control systems, " Nonlinear Anal.: Hybrid Syst., vol. 10, pp. 111-125, Nov. 2013.
108. H. J. Gao, T. W. Chen, and J. Lam, "A new delay system approach to network-based control, " Automatica, vol. 44, no. 1, pp. 39-52, Jan. 2008.
109. D. Yue, Q. L. Han, and J. Lam, "Network-based robust H1 control of systems with uncertainty, " Automatica, vol. 41, no. 6, pp. 999-1007, Jun. 2005.
110. Z. G. Wu, P. Shi, H. Y. Su, and J. Chu, "Sampled-data exponential synchronization of complex dynamical networks with time-varying coupling delay, " IEEE Trans. Neural Netw. Learn. Syst., vol. 24, no. 8, pp. 1177-1187, Aug. 2013.
111. Z. G. Wu, P. Shi, H. Y. Su, and J. Chu, "Local synchronization of chaotic neural networks with sampled-data and saturating actuators, " IEEE Trans. Cybern., vol. 44, no. 12, pp. 2635-2645, Dec. 2014.
112. A. Seuret, F. Michaut, J. P. Richard, and T. Divoux, "Networked control using GPS synchronization, " in Proc. American Control Conf., Minneapolis, MN, USA, 2006, pp. 4195-4200.
113. W. J. Jiang, K. Alexandre, R. Jean-Pierre, and T. Armand, "A gain scheduling strategy for the control and estimation of a remote robot via Internet, " in Proc. 27th Chinese Control Conf., Kunming, China, 2008, pp. 793-799.
114. W. J. Jiang, A. Kruszewski, J. P. Richard, and A. Toguyeni, "Networked control and observation for Master-Slave systems, " in Delay Differential Equations. Boston, MA: Springer US, 2009, pp. 1-23.
115. K. Liu, E. Fridman, and L. Hetel, "Stability and L2-gain analysis of networked control systems under Round-Robin scheduling: a timedelay approach, " Syst. Control Lett., vol. 61, no. 5, pp. 666-675, May 2012.
116. K. Liu, E. Fridman, and L. Hetel, "Network-based control via a novel analysis of hybrid systems with time-varying delays, " in Proc. 51st IEEE Ann. Conf. Decision and Control (CDC), Maui, HI, USA, 2012, pp. 3886-3891.
117. K. Liu and E. Fridman, "Discrete-time network-based control under scheduling and actuator constraints, " Int. J. Robust Nonlinear Control, vol. 25, no. 12, pp. 1816-1830, Aug. 2015.
118. K. Liu, E. Fridman, and L. Hetel, "Networked control systems in the presence of scheduling protocols and communication delays, " SIAM J. Control Optim., vol. 53, no. 4, pp. 1768-1788, Jul. 2015.
119. O. L. V. Costa and M. D. Fragoso, "Stability results for discrete-time linear systems with Markovian jumping parameters, " J. Math. Anal. Appl., vol. 179, no. 1, pp. 154-178, Oct. 1993.
120. P. Seiler and R. Sengupta, "An H1 approach to networked control, " IEEE Trans. Autom. Control, vol. 50, no. 3, pp. 356-364, Mar. 2005.
121. L. Q. Zhang, Y. Shi, T. W. Chen, and B. Huang, "A new method for stabilization of networked control systems with random delays, " IEEE Trans. Autom. Control, vol. 50, no. 8, pp. 1177-1181, Aug. 2005.
122. D. W. Wu, J. Wu, S. Chen, and J. Chu, "Stability of networked control systems with polytopic uncertainty and buffer constraint, " IEEE Trans. Autom. Control, vol. 55, no. 5, pp. 1202-1208, 2010.
123. L. Xiao, A. Hassibi, and J. P. How, "Control with random communication delays via a discrete-time jump system approach, " in Proc. 2000 American Control Conf., Chicago, IL, USA, pp. 2199-2204.
124. L. X. Zhang and E. K. Boukas, "Stability and stabilization of Markovian jump linear systems with partly unknown transition probabilities, " Automatica, vol. 45, no. 2, pp. 463-468, Feb. 2009.
125. R. Y. Ling, L. Yu, D. Zhang, and W. A. Zhang, "A Markovian system approach to distributed H1 filtering for sensor networks with stochastic sampling, " J. Franklin Instit., vol. 351, no. 11, pp. 4998-5014, Nov. 2014.
126. Z. Li, F. Alsaadi, T. Hayat, and H. J. Gao, "New results on stability analysis and stabilisation of networked control system, " IET Control Theory Appl., vol. 8, no. 16, pp. 1707-1715, Nov. 2014.
127. R. Y. Ling, J. T. Chen, W. A. Zhang, and D. Zhang, "Energy-efficient H1 filtering over wireless networked systems-a Markovian system approach, " Signal Process., vol. 120, pp. 495-502, Mar. 2016.
128. F. L. Qu, B. Hu, Z. H. Guan, Y. H. Wu, D. X. He, and D. F. Zheng, "Quantized stabilization of wireless networked control systems with packet losses, " ISA Trans., vol. 64, pp. 92-97, Sep. 2016.
129. L. J. Zha, J. A. Fang, X. F. Li, and J. L. Liu, "Event-triggered output feedback H1 control for networked Markovian jump systems with quantizations, " Nonlinear Anal.: Hybrid Syst., vol. 24, pp. 146-158, May 2017.
130. P. Shi and F. B. Li, "A survey on Markovian jump systems: modeling and Design, " Int. J. Control Autom. Syst., vol. 13, no. 1, pp. 1-16, Feb. 2015.
131. H. Lin and P. J. Antsaklis, "Persistent disturbance attenuation properties for networked control systems, " in Proc. 43rd IEEE Conf. Decision and Control (CDC), Nassau, Bahamas, 2004, pp. 953-958.
132. H. Lin and P. Antsaklis, "Stability and persistent disturbance attenuation properties for a class of networked control systems: switched system approach, " Int. J. Control, vol. 78, no. 18, pp. 1447-1458, Dec. 2005.
133. H. Lin, G. S. Zhai, and P. J. Antsaklis, "Asymptotic stability and disturbance attenuation properties for a class of networked control systems, " J. Control Theory Appl., vol. 4, no. 1, pp. 76-85, Feb. 2006.
134. Y. L. Wang and G. H. Yang, "H1 control of networked control systems with time delay and packet disordering, " IET Control Theory Appl., vol. 1, no. 5, pp. 1344-1354, Sep. 2007.
135. W. A. Zhang and L. Yu, "Modelling and control of networked control systems with both network-induced delay and packet-dropout, " Automatica, vol. 44, no. 12, pp. 3206-3210, Dec. 2008.
136. W. A. Zhang and L. Yu, "New approach to stabilisation of networked control systems with time-varying delays, " IET Control Theory Appl., vol. 2, no. 12, pp. 1094-1104, Dec. 2008.
137. L. Hetel, J. Daafouz, and C. Lung, "Analysis and control of LTI and switched systems in digital loops via an event-based modelling, " Int. J. Control, vol. 81, no. 7, pp. 1125-1138, Jul. 2008.
138. M. C. F. Donkers, W. P. M. H. Heemels, N. van de Wouw, and L. Hetel, "Stability analysis of networked control systems using a switched linear systems approach, " IEEE Trans. Autom. Control, vol. 56, no. 9, pp. 2101-2115, Sep. 2011.
139. X. M. Sun, G. P. Liu, W. Wang, and R. David, "Stability analysis for networked control systems based on average dwell time method, " Int. J. Robust Nonlinear Control, vol. 20, no. 15, pp. 1774-1784, Oct. 2010.
140. A. Kruszewski, W. J. Jiang, E. Fridman, J. P. Richard, and A. Toguyeni, "A switched system approach to exponential stabilization through communication network, " IEEE Trans. Control Syst. Technol., vol. 20, no. 4, pp. 887-900, Jul. 2012.
141. W. A. Zhang and L. Yu, "Output feedback stabilization of networked control systems with packet dropouts, " IEEE Trans. Autom. Control, vol. 52, no. 9, pp. 1705-1710, Sep. 2007.
142. R. Wang, G. P. Liu, W. Wang, D. Rees, and Y. B. Zhao, "H1 control for networked predictive control systems based on the switched Lyapunov function method, " IEEE Trans. Ind. Electron., vol. 57, no. 10, pp. 3565-3571, Oct. 2010.
143. W. A. Zhang, L. Yu, and S. Yin, "A switched system approach to H1 control of networked control systems with time-varying delays, " J. Franklin Inst., vol. 348, no. 2, pp. 165-178, Mar. 2011.
144. X. D. Zhao, L. X. Zhang, P. Shi, and M. Liu, "Stability and stabilization of switched linear systems with mode-dependent average dwell time, " IEEE Trans. Autom. Control, vol. 57, no. 7, pp. 1809-1815, Jul. 2012.
145. D. Zhang, L. Yu, and W. A. Zhang, "Exponential H1 filtering for nonlinear discrete-time switched stochastic systems with mixed time delays and random missing measurements, " Asian J. Control, vol. 14, no. 3, pp. 807-816, May 2012.
146. W. A. Zhang, H. Dong, G. Guo, and L. Yu, "Distributed sampled-data H1 filtering for sensor networks with nonuniform sampling periods, " IEEE Trans. Ind. Inf., vol. 10, no. 2, pp. 871-881, May 2014.
147. W. A. Zhang, A. D. Liu, and K. X. Xing, "Stability analysis and stabilization of aperiodic sampled-data systems based on a switched system approach, " J. Franklin Inst., vol. 353, no. 4, pp. 955-970, Mar. 2016.
148. D. Yue, E. G. Tian, Z. D. Wang, and J. Lam, "Stabilization of systems with probabilistic interval input delays and its applications to networked control systems, " IEEE Trans. Syst. Man Cybern. A: Syst. Humans, vol. 39, no. 4, pp. 939-945, Jul. 2009.
149. C. Peng, D. Yue, E. G. Tian, and Z. Gu, "A delay distribution based stability analysis and synthesis approach for networked control systems, " J. Franklin Inst., vol. 346, no. 4, pp. 349-365, May 2009.
150. F. Yang, Z. Wang, Y. S. Hung, and M. Gani, "H1 control for networked systems with random communication delays, " IEEE Trans. Autom. Control, vol. 51, no. 3, pp. 511-518, Mar. 2006.
151. M. C. F. Donkers, W. P. M. H. Heemels, D. Bernardini, A. Bemporad, and V. Shneer, "Stability analysis of stochastic networked control systems, " Automatica, vol. 48, no. 5, pp. 917-925, May 2012.
152. M. Tabbara and D. Nesic, "Input-output stability of networked control systems with stochastic protocols and channels, " IEEE Trans. Autom. Control, vol. 53, no. 5, pp. 1160-1175, Jun. 2008.
153. H. J. Gao, X. Y. Meng, and T. W. Chen, "Stabilization of networked control systems with a new delay characterization, " IEEE Trans. Autom. Control, vol. 53, no. 9, pp. 2142-2148, Sep. 2008.
154. H. L. Dong, Z. D. Wang, and H. J. Gao, "Robust H1 filtering for a class of nonlinear networked systems with multiple stochastic communication delays and packet dropouts, " IEEE Trans. Signal Process., vol. 58, no. 4, pp. 1957-1966, Apr. 2010.
155. J. G. Li, J. Q. Yuan, and J. G. Lu, "Observer-based H1 control for networked nonlinear systems with random packet losses, " ISA Trans., vol. 49, no. 1, pp. 39-46, Jan. 2010.
156. Y. Wang, C. Li, and X. Y. Liu, "Consensus-based filter designing for wireless sensor networks with packet loss, " ISA Trans., vol. 53, no. 2, pp. 578-583, Mar. 2014.
157. H. C. Yan, F. F. Qian, F. W. Yang, and H. B. Shi, "H1 filtering for nonlinear networked systems with randomly occurring distributed delays, missing measurements and sensor saturation, " Inf. Sci., vol. 370-371, pp. 772-782, Nov. 2016.
158. Q. Y. Xu, Y. J. Zhang, W. L. He, and S. Y. Xiao, "Event-triggered networked H1 control of discrete-time nonlinear singular systems, " Appl. Math. Comput., vol. 298, pp. 368-382, Apr. 2017.
159. P. Naghshtabrizi, J. Hespanha, and A. R. Teel, "Exponential stability of impulsive systems with application to uncertain sampled-data systems, " Syst. Control Lett., vol. 57, no. 5, pp. 378-385, May 2008.
160. T. T. Li, L. X. Li, and M. R. Fei, "Exponential stability of a classic networked control systems with variable and bounded delay based on impulsive control theory, " in Proc. 2nd Int. Conf. Intelligent Computation Technology and Automation, Changsha, China, 2009, pp. 785-789.
161. D. W. Zhang, Y. X. Wang, and X. C. Jia, "Event-triggered dissipative control for model-based networked control systems: an impulsive system approach, " in Proc. Chinese Automation Congress (CAC), Wuhan, China, 2015, pp. 2007-2012.
162. C. Z. Yuan and F. Wu, "Delay scheduled impulsive control for networked control systems, " IEEE Trans. Control Netw. Syst., vol. 4, no. 3, pp. 587-597, Sep. 2017.
163. S. Y. Xu and T. W. Chen, "Robust H1 filtering for uncertain impulsive stochastic systems under sampled measurements, " Automatica, vol. 39, no. 3, pp. 509-516, Mar. 2003.
164. N. van deWouw, P. Naghshtabrizi, M. Cloosterman, and J. P. Hespanha, "Tracking control for networked control systems, " in Proc. 46th IEEE Conf. Decision and Control, New Orleans, LA, USA, 2007, pp. 4441-4446.
165. W. H. Chen and W. X. Zheng, "Input-to-state stability for networked control systems via an improved impulsive system approach, " Automatica, vol. 47, no. 4, pp. 789-796, Apr. 2011
166. C. Briat and A. Seuret, "Convex dwell-time characterizations for uncertain linear impulsive systems, " IEEE Trans. Autom. Control, vol. 57, no. 12, pp. 3241-3246, Dec. 2012.
167. C. Briat, "Convex conditions for robust stability analysis and stabilization of linear aperiodic impulsive and sampled-data systems under dwell-time constraints, " Automatica, vol. 49, no. 11, pp. 3449-3457, Nov. 2013.
168. R. N. Yang, G. P. Liu, P. Shi, C. Thomas, and M. V. Basin, "Predictive output feedback control for networked control systems, " IEEE Trans. Ind. Electron., vol. 61, no. 1, pp. 512-520, Jan. 2014.
169. Y. B. Zhao, G. P. Liu and D. Rees, "A predictive control-based approach to networked Hammerstein systems: design and stability analysis, " IEEE Trans. Syst. Man Cybern. B Cybern., vol. 38, no. 3, pp. 700-708, Jun. 2008.
170. G. P. Liu, "Predictive controller design of networked systems with communication delays and data loss, " IEEE Trans. Circ. Syst. II: Express Briefs, vol. 57, no. 6, pp. 481-485, Jun. 2010.
171. J. H. Zhang, Y. Q. Xia, and P. Shi, "Design and stability analysis of networked predictive control systems, " IEEE Trans. Control Syst. Technol., vol. 21, no. 4, pp. 1495-1501, Jul. 2013.
172. Z. H. Pang, G. P. Liu and D. H. Zhou, "Design and performance analysis of incremental networked predictive control systems, " IEEE Trans. Cybern., vol. 46, no. 6, pp. 1400-1410, Jun. 2016.
173. G. P. Liu, "Predictive control of networked multiagent systems via cloud computing, " IEEE Trans. Cybern., vol. 47, no. 8, pp. 1852-1859, Aug. 2017.
174. Z. Razavinasab, M. M. Farsangi, and M. Barkhordari, "State estimation-based distributed model predictive control of large-scale networked systems with communication delays, " IET Control Theory Appl., vol. 11, no. 15, pp. 2497-2505, Sep. 2017.
175. F. Abdollahi and K. Khorasani, "A decentralized Markovian jump H1 control routing strategy for mobile multi-agent networked systems, " IEEE Trans. Control Syst. Technol., vol. 19, no. 2, pp. 269-283, Mar. 2011.
176. N. W. Bauer, M. C. F. Donkers, N. van de Wouw, and W. P. M. H. Heemels, "Decentralized observer-based control via networked communication, " Automatica, vol. 49, no. 7, pp. 2074-2086, Jul. 2013.
177. M. C. F. Donkers and W. P. M. H. Heemels, "Output-based eventtriggered control with guaranteed L1-gain and improved and decen tralized event-triggering, " IEEE Trans. Autom. Control, vol. 57, no. 6, pp. 1362-1376, Jun. 2012.
178. M. Mazo and M. Cao, "Asynchronous decentralized event-triggered control, " Automatica, vol. 50, no. 12, pp. 3197-3203, Dec. 2014.
179. F. Zhou, Z. W. Huang, Y. Yang, J. Wang, L. R. Li, and J. Peng, "Decentralized event-triggered cooperative control for multi-agent systems with uncertain dynamics using local estimators, " Neurocomputing, vol. 237, pp. 388-396, May 2017.
180. X. F. Wang and M. D. Lemmon, "Event-triggering in distributed networked control systems, " IEEE Trans. Autom. Control, vol. 56, no. 3, pp. 586-601, Mar. 2011.
181. M. Guinaldo, D. V. Dimarogonas, K. H. Johansson, J. Sánchez, and S. Dormido, "Distributed event-based control strategies for interconnected linear systems, " IET Control Theory Appl., vol. 7, no. 6, pp. 877-886, Apr. 2013.
182. M. Andersson, D. V. Dimarogonas, H. Sandberg, and K. H. Johansson, "Distributed control of networked dynamical systems: static feedback, integral action and consensus, " IEEE Trans. Autom. Control, vol. 59, no. 7, pp. 1750-1764, Jul. 2014.
183. M. Guinaldo, D. Lehmann, J. Sánchez, S. Dormido, and K. H. Johansson, "Distributed event-triggered control for non-reliable networks, " J. Franklin Inst., vol. 351, no. 12, pp. 5250-5273, Dec. 2014.
184. G. Guo, L. Ding, and Q. L. Han, "A distributed event-triggered transmission strategy for sampled-data consensus of multi-agent systems, " Automatica, vol. 50, no. 5, pp. 1489-1496, May 2014.
185. M. S. Mahmoud and M. Sabih, "Experimental investigations for distributed networked control systems, " IEEE Syst. J., vol. 8, no. 3, pp. 717-725, Sep. 2014.
186. M. S. Mahmoud, M. Sabih, and M. Elshafei, "Event-triggered output feedback control for distributed networked systems, " ISA Trans., vol. 60, pp. 294-302, Jan. 2016.
187. Y. Q. Xia, "From networked control systems to cloud control systems, " in Proc. 31st Chinese Control Conf., Hefei, China, 2012, pp. 5878-5883.
188. G. P. Liu, "Predictive control of networked multiagent systems via cloud computing, " IEEE Trans. Cybern., vol. 47, no. 8, pp. 1852-1859, Aug. 2017.
189. Y. Q. Xia, "Cloud control systems, " IEEE/CAA J. of Autom. Sinica, vol. 2, no. 2, pp. 134-142, Apr. 2015.
190. Y. Q. Xia, Y. M. Qin, D. H. Zhai, and S. C. Chai, "Further results on cloud control systems, " Sci. China Inf. Sci., vol. 59, no. 7, pp. Article ID 073201, Jun. 2016.
191. J. M. Luna and C. T. Abdallah, "Control in computing systems: Part I, " in Proc. 2011 IEEE Int. Symp. Computer-Aided Control System Design (CACSD), Denver, CO, USA, pp. 25-31.
192. J. M. Luna and C. T. Abdallah, "Control in computing systems: Part II, " in Proc. 2011 IEEE Int. Symp. Computer-Aided Control System Design (CACSD), Denver, CO, USA, pp. 32-36.
193. M. S. Mahmoud "Approaches to remote control systems, " in Proc. IECON 2016-42nd Ann. Conf. IEEE Industrial Electronics Society, Florence, Italy, 2016, pp. 4607-4612.
194. D. Sauter, M. A. Sid, S. Aberkane, and D. Maquin, "Co-design of safe networked control systems, " Ann. Rev. Control, vol. 37, no. 2, pp. 321-332, Dec. 2013.
195. S. B. Li, D. Sauter, and B. G. Xu, "Co-design of event-triggered H1 control for discrete-time linear parameter-varying systems with network-induced delays, " J. Franklin Inst., vol. 352, no. 5, pp. 1867-1892, May 2015.
196. J. Wu, X. S. Zhan, X. H. Zhang, T. Han, and H. L. Gao, "Performance limitation of networked systems with controller and communication filter co-design, " Trans. Inst. Measur. Control, vol. 40, no. 4, pp. Article ID. 407597870, Feb. 2018.