Performance Evaluation of Co-Design of Discrete Event Networked Controlled DC Motor System


  • Ankur Jain
  • B K. Roy





Controller design, Internet of Things (IoT), Networked control system (NCS), DC motor speed control.


In this paper, we have designed a control technique for a networked DC motor in the presence of networked delay, packet loss, and jitter. We have used the predicted states for the controller design to achieve the transient and steady-state objectives. A networked compensator is designed to overcome the network constraints. The network link is modelled using the queue server mechanism which can assimilate a lot of features of the network. The proposed technique can also be applied to various other applications. The analysis of the networked control system is done in frequency and time domains. The simulation results are presented to test the performance of the proposed control technique.



[1] Mani Amoozadeh, Mani Amoozadeh, and Mani Amoozadeh. Platoon Management with Cooperative Adaptive Cruise Control Enabled by VANET. Ecology, 86(1):2418–2427, 2015.

[2] Adolfo Anta and Paulo Tabuada. To sample or not to sample: Self-triggered control for nonlinear systems. IEEE Transactions on Automatic Control, 55(9):2030–2042, Sept 2010.

[3] Leonardo Ascorti, Stefano Savazzi, Gloria Soatti, Monica Nicoli, Emiliano Sisinni, and Stefano Galimberti. A Wireless Cloud Network Platform for Industrial Process Automation: Critical Data Publishing and Distributed Sensing. IEEE Transactions on Instrumentation and Measurement, 66(4):592–603, 2017.

[4] John Baillieul and Panos J. Antsaklis. Control and communication challenges in networked real-time systems. Proc. IEEE, 95(1):9–28, 2007.

[5] B Besselink, V Turri, S H Van De Hoef, K.-Y. Liang, A Alam, and K H Johansson. Cyber-Physical Control of Road Freight Transport. Proceedings of the IEEE, 104(5):1128–1141, 2016.

[6] Naveen Bibinagar, Won-jong Jong Kim, and Senior Member. Switched ethernet-based real-time networked control system with multiple-client-server architecture. IEEE/ASME Transactions on Mechatronics, 18(1):104–112, 2013.

[7] Zoleikha Abdollahi Biron and Pierluigi Pisu. Distributed fault detection and estimation for cooperative adaptive cruise control system in a platoon. In Proceedings of the Annual Conference of the Prognostics and Health Management Society, PHM, pages 711–716. Prognostics and Health Management Society, 2015.

[8] Jie Chen, Su Meng, and Jian Sun. Stability Analysis of Networked Control Systems With Aperiodic Sampling and Time-Varying Delay. IEEE Transactions on Cybernetics, pages 1–9, 2016.

[9] Manuel Diaz, Cristian Martin, and Bartolom?? Rubio. State-of-the-art, challenges, and open issues in the integration of Internet of things and cloud computing. Journal of Network and Computer Applications, 67:99–117, 2016.

[10] Truong Quang Dinh, Kyoung Kwan Ahn, and James Marco. A novel robust predictive control system over imperfect networks. IEEE Transactions on Industrial Electronics, 64(2):1751–1761, 2017.

[11] Ahmed Elmahdi, Ahmad F. Taha, Stefen Hui, and Stanislaw H. Zak. A hybrid scheduling protocol to improve quality of service in networked control systems. In 2012 50th Annual Allerton Conference on Communication, Control, and Computing, Allerton 2012, pages 98–105, 2012.

[12] Ge, Xiaohua, Fuwen Yang, and Qing-Long Han. "Distributed networked control systems: A brief overview." Information Sciences 380 (2017): 117-131.

[13] Yuan Ge, Qigong Chen, Ming Jiang, and Yiqing Huang. Modeling of Random Delays in Networked Control Systems. Journal of Control Science and Engineering, 2013:1–9, Jul 2013.

[14] Zhou Gu, Peng Shi, and Dong Yue. An adaptive event-triggering scheme for networked interconnected control system with stochastic uncertainty. International Journal of Robust and Nonlinear Control, 27(2):236–251, 2017.

[15] Zhou Gu, Engang Tian, and Jinliang Liu. Adaptive event-triggered control of a class of nonlinear networked systems. Journal of the Franklin Institute, 354(9):3854–3871, 2017.

[16] Rachana Ashok Gupta and Mo-Yuen Chow. Networked Control System: Overview and Research Trends. IEEE Transaction on Industrial Electronics, 57(7):2527–2535, 2010.

[17] W.P.M.H. P M H Heemels and M.C.F. C F Donkers. Model-based periodic event-triggered control for linear systems. Automatica, 49(3):698–711, 2013.

[18] Hespanha, J. P., Naghshtabrizi, P., & Xu, Y. (2007). A survey of recent results in networked control systems. Proceedings of the IEEE, 95(1), 138-162.

[19] Hu, W., Liu, G. P., & Rees, D. (2006, June). Design and implementation of networked predictive control systems based on round trip time delay measurement. In American Control Conference, 2006 (pp. 6-pp). IEEE.

[20] Hua, C. C., Yu, S. C., & Guan, X. P. (2014). A robust H∞ control approach for a class of networked control systems with sampling jitter and packet-dropout. International Journal of Control, Automation and Systems, 12(4), 759-768.

[21] Huang, C., Bai, Y., & Liu, X. (2010). H-infinity state feedback control for a class of networked cascade control systems with uncertain delay. IEEE Transactions on Industrial Informatics, 6(1), 62-72.

[22] Dongyao Jia, Kejie Lu, Jianping Wang, Xiang Zhang, Xuemin Shen, Senior Member, Jianping Wang, and Xiang Zhang. A survey on platoon-based vehicular cyber-physical systems. IEEE Communications Surveys and Tutorials, 18(1):263–284, jan 2016.

[23] Won-jong Kim, Kun Ji, and Abhinav Srivastava. Network-based control with real-time prediction of delayed/lost sensor data. IEEE Transactions on Control Systems Technology, 14(1):182–185, 2006.

[24] Zhongcheng Lei, Wenshan Hu, Hong Zhou, Liang Zhong, and Xingran Gao. DC motor control in a 3D real-time virtual laboratory environment. In 12th International Conference on Remote Engineering and Virtual Instrumentation (REV), pages 18–23, February 2015.

[25] Hongbo Li. EDA-Based Speed Control of a Networked DC Motor SystemWith Time Delays and Packet Losses. IEEE Transactions on Industrial Electronics, 56(5):1727–1735, 2009.

[26] Meng Li and Yong Chen. Robust Tracking Control of Networked Control Systems With Communication Constraints and External Disturbance. IEEE Transactions on Industrial Electronics, 64(5):4037–4047, 2017.

[27] Mu Li, Lihua Dou, and Jian Sun. Stability of an improved dynamic quantised system with time-varying delay and packet losses. IET Control Theory & Applications, 9(6):988–995, 2015.

[28] G.P. Liu, D Rees, and S.C. Cbai. Design and practical implementation of networked predictive control systems. Proceedings. 2005 IEEE Networking, Sensing and Control, 2005, pages 336–341, 2005.

[29] Guo-ping Liu, Yuanqing Xia, David Rees, and Wenshan Hu. Design and Stability Criteria of Networked Predictive Control Systems With Random Network Delay in the Feedback Channel. IEEE Transactions on Systems, Man and Cybernetics, Part C (Applications and Reviews), 37(2):173–184, 2007.

[30] Ren C. Luo, Cheng Tse Chen, and Yueh Ju Pu. Internet based remote supervisory system for tele-medicine robot application. In Proceedings of IEEE Workshop on Advanced Robotics and its Social Impacts, ARSO, pages 153–158, 2009.

[31] Ren C. Luo and Tse Min Chen. Development of a multibehavior-based mobile robot for remote supervisory control through the Internet. IEEE/ASME Trans. Mechatronics, 5(4):376–385, 2000.

[32] Zhong-Hua Pang. Design and Performance Analysis of Incremental Networked Predictive Control Systems. IEEE Transactions on Cybernetics, 46(6):14000, 2016.

[33] Chen Peng, Y. Dong, F. Min-Rui, Dong Yue, Min-Rui Fei, Y. Dong, and F. Min-Rui. A Higher Energy Efficient Sampling Scheme for Networked Control Systems over IEEE 802.15.4 Wireless Networks. IEEE Transactions on Industrial Informatics, 3203(c):1–1, Oct 2015.

[34] Chen Peng and Q.-L. Qing Long Q.-L. Qing Long Han. On Designing a Novel Self-Triggered Sampling Scheme for Networked Control Systems with Data Losses and Communication Delays. IEEE Transactions on Industrial Electronics, 63(2):1239–1248, Feb 2016.

[35] Chen Peng, Qing Long Han, and Dong Yue. To transmit or not to transmit: A discrete event-triggered communication scheme for networked takagi-sugeno fuzzy systems. IEEE Transactions on Fuzzy Systems, 21(1):164–170, 2013.

[36] Partha Pratim Ray. Internet of Robotic Things: Concept, Technologies, and Challenges. IEEE Access, 4:9489–9500, 2016.

[37] P. Remya and Jeevamma Jacob. Static network access scheduling and stabilization of two inverted pendulums spring coupled networked control system. In Proceedings of IEEE International Conference on Advanced Communication, Control and Computing Technologies, ICACCCT 2014, pages 98–103, 2015.

[38] Luisa Repele, Riccardo Muradore, Davide Quaglia, and Paolo Fiorini. Improving performance of networked control systems by using adaptive buffering. IEEE Transactions on Industrial Electronics, 61(9):4847–4856, 2014.

[39] R. Sakthivel, Srimanta Santra, K. Mathiyalagan, and S. Marshal Anthoni. Observer-based control for switched networked control systems with missing data. International Journal of Machine Learning and Cybernetics, 6(4):677–686, Aug 2015.

[40] Peng Shi, Wei Wang, Xi-Ming Sun, and Di Wu. Robust predictive control for networked control and application to DC-motor control. IET Control Theory & Applications, 8(14):1312–1320, 2014.

[41] Xi Ming Sun, Di Wu, Guo Ping Liu, and Wei Wang. Input-to-state stability for networked predictive control with random delays in both feedback and forward channels. IEEE Transactions on Industrial Electronics, 61(7):3519–3526, 2014.

[42] Paulo Tabuada and Senior Member. Event-triggered real-time scheduling of stabilizing control tasks. IEEE Transactions on Automatic Control, 52(9):1680–1685, Sept 2007.

[43] Chengen Wang, Zhuming Bi, and Li Da Xu. IoT and cloud computing in automation of assembly modeling systems. IEEE Transactions on Industrial Informatics, 10(2):1426–1434, 2014.

[44] Rui Wang, Guo-ping Liu, Wei Wang, David Rees, and Yun-bo Zhao. H ∞ Control for Networked Predictive Control Systems Based on the Switched Lyapunov Function Method. 57(10):3565–3571, 2010.

[45] Wang, Y., Wang, P., Li, Z., & Chen, H. (2017). Observer-based controller design for a class of nonlinear networked control systems with random time-delays modeled by Markov chains. Journal of Control Science and Engineering, 2017.

[46] Di Wu, Xi Ming Sun, Ying Tan, and Wei Wang. On Designing Event-Triggered Schemes for Networked Control Systems Subject to One-Step Packet Dropout. IEEE Transactions on Industrial Informatics, 12(3):902–910, 2016.

[47] Yuanqing Xia. Cloud control systems. IEEE/CAA Journal of Automatica Sinica, 2(2):134–142, 2015.

[48] Guangming Xiong, Hao Li, Yaying Jin, Jianwei Gong, and Huiyan Chen. Collision Avoidance System with Cooperative Adaptive Cruise Control in Highway Entrance Ramp Environment. In 2017 18th International Conference on Advanced Robotics (ICAR), pages 549–553, July 2017.

[49] Yan, H., Yan, S., Zhang, H., & Zhao, X. (2014). An overview of networked control of complex dynamic systems. Mathematical problems in Engineering, 2014.

[50] Yang, T., Fei, M., Xue, D., Tan, Y., & Zhou, X. (2006, August). A proposed case study for networked control system. In International Conference on Intelligent Computing (pp. 1026-1036). Springer, Berlin, Heidelberg.

[51] Ke-You YOU and Li-Hua XIE. Survey of Recent Progress in Networked Control Systems. Acta Automatica Sinica, 39(2):101–117, 2013.

[52] Y. Yuan, H. Yuan, Z. Wang, L. Guo, and H. Yang. Optimal control for networked control systems with disturbances: A delta operator approach. IET Control Theory and Applications, 11(9), 2017.

[53] Wente Zeng and Mo Yuen Chow. Optimal tradeoff between performance and security in networked control systems based on coevolutionary algorithms. IEEE Transactions on Industrial Electronics, 59(7):3016–3025, 2012.

[54] Changzhu Z Zhang, Gang Feng, Jianbin B Qiu, and Yanyan Y Shen. Control synthesis for a class of linear network-based systems with communication constraints. IEEE Transactions on Industrial Electronics, 60(8):3339–3348, 2013.

[55] Xian-Ming Zhang, Qing-Long Han, and Xinghuo Yu. Survey on Recent Advances in Networked Control Systems. IEEE Transactions on Industrial Informatics, 12(5):1740–1752, 2015.

[56] Yun Bo Zhao, Guo Ping Liu, and David Rees. Design of a packet-based control framework for networked control systems. IEEE Transactions on Control Systems Technology, 17(4), 2009.

[57] Baolong Zhu and Min Li. Double-Loop Networked Control System of DC Motor Based on Dynamic Smith Predictor and Fuzzy-PI Controller. Proceedings of International Conference on Mechatronic Sciences, Electric Engineering and Computer (MEC), pages 163–167, 2013.

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How to Cite

Jain, A., & K. Roy, B. (2018). Performance Evaluation of Co-Design of Discrete Event Networked Controlled DC Motor System. International Journal of Engineering & Technology, 7(3.12), 968–973.
Received 2018-08-16
Accepted 2018-08-16
Published 2018-07-20