How often should one update control and estimation: review of networked triggering techniques

Management of resources is a constant topic in industrial systems. How to use minimum communication resources is of particular interest for control and estimation of networked systems. It raises the question for researchers in the field: how often should one update control and estimation? One of the most intelligent approaches is to trigger updates by events. In the literature, event-triggered control and estimation have been widely studied in the last decade. On one hand, events should be triggered sufficiently frequent to maintain system performance; on the other hand, the possibility of Zeno behavior caused by infinite frequency should be avoided. This review aims at revisiting some existing triggering techniques in a unified formulation, separated from system dynamics and control and estimation strategies. It brings readers better understanding of triggering mechanisms, the underlying technical challenges, and some promising future research topics.

[1]  Qing-Long Han,et al.  Secure Distributed Finite-Time Filtering for Positive Systems Over Sensor Networks Under Deception Attacks , 2020, IEEE Transactions on Cybernetics.

[2]  Ya-Jun Pan,et al.  Input-Based Event-Triggering Consensus of Multiagent Systems Under Denial-of-Service Attacks , 2020, IEEE Transactions on Systems, Man, and Cybernetics: Systems.

[3]  Pietro Tesi,et al.  Input-to-State Stabilizing Control Under Denial-of-Service , 2015, IEEE Transactions on Automatic Control.

[4]  Antoine Girard,et al.  Dynamic Triggering Mechanisms for Event-Triggered Control , 2013, IEEE Transactions on Automatic Control.

[5]  Zhiyong Sun,et al.  Comments on "Distributed event-triggered control of multi-agent systems with combinational measurements" , 2018, Autom..

[6]  Jiaqi Wang,et al.  Event-Based Practical Output Regulation for a Class of Multiagent Nonlinear Systems , 2019, IEEE Transactions on Cybernetics.

[7]  Qing-Long Han,et al.  An Overview of Recent Advances in Event-Triggered Consensus of Multiagent Systems , 2018, IEEE Transactions on Cybernetics.

[8]  Qing-Long Han,et al.  A Decentralized Event-Triggered Dissipative Control Scheme for Systems With Multiple Sensors to Sample the System Outputs , 2016, IEEE Transactions on Cybernetics.

[9]  Long Wang,et al.  Recent Advances in Consensus of Multi-Agent Systems: A Brief Survey , 2017, IEEE Transactions on Industrial Electronics.

[10]  Zhiyong Chen,et al.  A New Approach for Event-Triggered Stabilization and Output Regulation of Nonlinear Systems , 2020, IEEE Transactions on Automatic Control.

[11]  Fanghong Guo,et al.  Event-Based Consensus for Linear Multiagent Systems Without Continuous Communication , 2017, IEEE Transactions on Cybernetics.

[12]  Daniel W. C. Ho,et al.  Observer-Based Event-Triggering Consensus Control for Multiagent Systems With Lossy Sensors and Cyber-Attacks , 2017, IEEE Transactions on Cybernetics.

[13]  Chen Peng,et al.  A survey on recent advances in event-triggered communication and control , 2018, Inf. Sci..

[14]  Sergey Parsegov,et al.  Fixed-time consensus algorithm for multi-agent systems with integrator dynamics , 2013 .

[15]  Eloy García,et al.  Decentralized Event-Triggered Cooperative Control with Limited Communication , 2013 .

[16]  Qing-Long Han,et al.  A Dynamic Event-Triggered Transmission Scheme for Distributed Set-Membership Estimation Over Wireless Sensor Networks , 2019, IEEE Transactions on Cybernetics.

[17]  Tingwen Huang,et al.  Event-Triggering Sampling Based Leader-Following Consensus in Second-Order Multi-Agent Systems , 2015, IEEE Transactions on Automatic Control.

[18]  Jinde Cao,et al.  Event-Triggered Schemes on Leader-Following Consensus of General Linear Multiagent Systems Under Different Topologies , 2017, IEEE Transactions on Cybernetics.

[19]  Mircea Lazar,et al.  Event Based State Estimation With Time Synchronous Updates , 2012, IEEE Transactions on Automatic Control.

[20]  Lihua Xie,et al.  The sector bound approach to quantized feedback control , 2005, IEEE Transactions on Automatic Control.

[21]  Qing-Long Han,et al.  Observer-Based Event-Triggered Control for Networked Linear Systems Subject to Denial-of-Service Attacks , 2020, IEEE Transactions on Cybernetics.

[22]  Qing-Long Han,et al.  Networked control systems: a survey of trends and techniques , 2020, IEEE/CAA Journal of Automatica Sinica.

[23]  Le Yi Wang,et al.  Distributed Cooperative Optimal Control of DC Microgrids With Communication Delays , 2018, IEEE Transactions on Industrial Informatics.

[24]  Paulo Tabuada,et al.  Event-Triggered Real-Time Scheduling of Stabilizing Control Tasks , 2007, IEEE Transactions on Automatic Control.

[25]  Xiaofeng Wang,et al.  Event-Triggering in Distributed Networked Control Systems , 2011, IEEE Transactions on Automatic Control.

[26]  Zhong-Ping Jiang,et al.  Event-based control of nonlinear systems with partial state and output feedback , 2015, Autom..

[27]  Lihua Xie,et al.  Asynchronous periodic event-triggered consensus for multi-agent systems , 2017, Autom..

[28]  Qing-Long Han,et al.  A Threshold-Parameter-Dependent Approach to Designing Distributed Event-Triggered $H_{\infty}$ Consensus Filters Over Sensor Networks , 2019, IEEE Transactions on Cybernetics.

[29]  Karl Henrik Johansson,et al.  Event-triggered cooperative control , 2009, 2009 European Control Conference (ECC).

[30]  Karl Henrik Johansson,et al.  Event-triggered control for multi-agent systems , 2009, Proceedings of the 48h IEEE Conference on Decision and Control (CDC) held jointly with 2009 28th Chinese Control Conference.

[31]  Xinghuo Yu,et al.  Survey on Recent Advances in Networked Control Systems , 2016, IEEE Transactions on Industrial Informatics.

[32]  Zhiyong Sun,et al.  A new distributed Zeno-free event-triggered algorithm for multi-agent consensus , 2016, 2016 IEEE 55th Conference on Decision and Control (CDC).

[33]  Gang Feng,et al.  Self-Triggered Consensus for Multi-Agent Systems With Zeno-Free Triggers , 2015, IEEE Transactions on Automatic Control.

[34]  Dong Yue,et al.  A Delay System Method for Designing Event-Triggered Controllers of Networked Control Systems , 2013, IEEE Transactions on Automatic Control.

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

[36]  Zhong-Ping Jiang,et al.  Event-based consensus of multi-agent systems with general linear models , 2014, Autom..

[37]  Karl Henrik Johansson,et al.  Distributed Event-Triggered Control for Multi-Agent Systems , 2012, IEEE Transactions on Automatic Control.

[38]  Ya-Jun Pan,et al.  Multileader Multiagent Systems Containment Control With Event-Triggering , 2021, IEEE Transactions on Systems, Man, and Cybernetics: Systems.

[39]  Zhiyong Chen,et al.  Performance Analysis of Nonlinear Sampled-Data Emulated Controllers , 2014, IEEE Transactions on Automatic Control.

[40]  Ling Shi,et al.  Stochastic event-triggered sensor scheduling for remote state estimation , 2013, 52nd IEEE Conference on Decision and Control.

[41]  Karl Henrik Johansson,et al.  Stability analysis for multi-agent systems using the incidence matrix: Quantized communication and formation control , 2010, Autom..

[42]  Qing-Long Han,et al.  Distributed Optimization for Multiagent Systems: An Edge-Based Fixed-Time Consensus Approach , 2019, IEEE Transactions on Cybernetics.

[43]  W. P. M. H. Heemels,et al.  Event-Separation Properties of Event-Triggered Control Systems , 2014, IEEE Transactions on Automatic Control.

[44]  Bruce A. Francis,et al.  Optimal Sampled-Data Control Systems , 1996, Communications and Control Engineering Series.

[45]  Ya-Jun Pan,et al.  Event-Triggered Control for Consensus Problem in Multi-Agent Systems With Quantized Relative State Measurements and External Disturbance , 2018, IEEE Transactions on Circuits and Systems I: Regular Papers.

[46]  Manuel Mazo,et al.  Decentralized Event-Triggered Control Over Wireless Sensor/Actuator Networks , 2010, IEEE Transactions on Automatic Control.

[47]  Wei Liu,et al.  Cooperative global robust output regulation for a class of nonlinear multi-agent systems by distributed event-triggered control , 2017, Autom..

[48]  Ling Shi,et al.  Event-triggered maximum likelihood state estimation , 2014, Autom..

[49]  Pietro Tesi,et al.  Networked Control of Nonlinear Systems under Denial-of-Service , 2016 .

[50]  Jia Wang,et al.  Event-Triggered Generalized Dissipativity Filtering for Neural Networks With Time-Varying Delays , 2016, IEEE Transactions on Neural Networks and Learning Systems.

[51]  Xiangdong Liu,et al.  Distributed event-triggered consensus control for general linear multi-agent systems under directed graph , 2017, 2017 IEEE 56th Annual Conference on Decision and Control (CDC).

[52]  Dong Yue,et al.  Event-based H∞ filtering for networked system with communication delay , 2012, Signal Process..

[53]  Zhiyong Chen,et al.  Event-Triggered Output Synchronization of Heterogeneous Nonlinear Multi-Agents , 2019, SIAM J. Control. Optim..

[54]  Tongwen Chen,et al.  Event based agreement protocols for multi-agent networks , 2013, Autom..

[55]  Qing-Long Han,et al.  Prescribed Finite-Time Consensus Tracking for Multiagent Systems With Nonholonomic Chained-Form Dynamics , 2019, IEEE Transactions on Automatic Control.

[56]  Qing-Long Han,et al.  Event-based H∞ filtering for sampled-data systems , 2015, Autom..

[57]  Qing-Long Han,et al.  An Overview and Deep Investigation on Sampled-Data-Based Event-Triggered Control and Filtering for Networked Systems , 2017, IEEE Transactions on Industrial Informatics.

[58]  Lihua Xie,et al.  An input-based triggering approach to leader-following problems , 2017, Autom..

[59]  Ya-Jun Pan,et al.  Event-Triggered Pinning Control for Consensus of Multiagent Systems With Quantized Information , 2018, IEEE Transactions on Systems, Man, and Cybernetics: Systems.

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

[61]  Pavankumar Tallapragada,et al.  Decentralized Event-Triggering for Control of Nonlinear Systems , 2013, IEEE Transactions on Automatic Control.

[62]  Gang Feng,et al.  Output Consensus of Heterogeneous Linear Multi-Agent Systems by Distributed Event-Triggered/Self-Triggered Strategy , 2017, IEEE Transactions on Cybernetics.

[63]  Zhong-Ping Jiang,et al.  A Small-Gain Approach to Robust Event-Triggered Control of Nonlinear Systems , 2015, IEEE Transactions on Automatic Control.

[64]  Feng Qian,et al.  Secure impulsive synchronization control of multi-agent systems under deception attacks , 2018, Inf. Sci..

[65]  Gang Feng,et al.  Distributed event-triggered control of multi-agent systems with combinational measurements , 2013, Autom..

[66]  Zengqiang Chen,et al.  Event-triggered average-consensus of multi-agent systems with weighted and direct topology , 2012, J. Syst. Sci. Complex..

[67]  Qing-Long Han,et al.  Distributed Event-Triggered Estimation Over Sensor Networks: A Survey , 2020, IEEE Transactions on Cybernetics.

[68]  Karl Henrik Johansson,et al.  Event-based broadcasting for multi-agent average consensus , 2013, Autom..

[69]  Qing-Long Han,et al.  Distributed Secondary Control for Active Power Sharing and Frequency Regulation in Islanded Microgrids Using an Event-Triggered Communication Mechanism , 2019, IEEE Transactions on Industrial Informatics.

[70]  Gang Feng,et al.  Consensus of Linear Multi-Agent Systems by Distributed Event-Triggered Strategy , 2016, IEEE Transactions on Cybernetics.

[71]  Xiaofeng Wang,et al.  Decentralized event-triggered consensus of Linear Multi-agent Systems under Directed Graphs , 2015, 2015 American Control Conference (ACC).

[72]  K. Åström,et al.  Comparison of Periodic and Event Based Sampling for First-Order Stochastic Systems , 1999 .

[73]  Giuseppe Carlo Calafiore,et al.  Reliable localization using set-valued nonlinear filters , 2005, IEEE Transactions on Systems, Man, and Cybernetics - Part A: Systems and Humans.

[74]  Qing-Long Han,et al.  An Overview of Recent Advances in Fixed-Time Cooperative Control of Multiagent Systems , 2018, IEEE Transactions on Industrial Informatics.

[75]  Jorge Cortés,et al.  Distributed event-triggered coordination for average consensus on weight-balanced digraphs , 2014, Autom..

[76]  Jie Huang,et al.  Event-Triggered Global Robust Output Regulation for a Class of Nonlinear Systems , 2017, IEEE Transactions on Automatic Control.

[77]  Jorge Cortés,et al.  Event-triggered communication and control of networked systems for multi-agent consensus , 2017, Autom..

[78]  Zheng-Guang Wu,et al.  Event-Triggered Control for Consensus of Multiagent Systems With Fixed/Switching Topologies , 2018, IEEE Transactions on Systems, Man, and Cybernetics: Systems.

[79]  Qing-Long Han,et al.  A distributed event-triggered transmission strategy for sampled-data consensus of multi-agent systems , 2014, Autom..