Decentralised event-triggered cooperative control with limited communication
Abstract
This note studies event-triggered control of Multi-Agent Systems (MAS) with first-order integrator dynamics. It extends previous work on event-triggered consensus by considering limited communication capabilities through strict peer-to-peer non-continuous information exchange. The approach provides both a decentralised control law and a decentralised communication policy. Communication events require no global information and are based only on local state errors; agents do not require a global sampling period or synchronous broadcasting as in sampled-data approaches. The proposed decentralised event-triggered control technique guarantees that the inter-event times for each agent are strictly positive. Finally, the ideas in this note are used to consider the practical scenario where agents are able to exchange only quantised measurements of their states.
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Theorem 3.1: Given a connected, undirected graph and closed-loop dynamics (30), if event times of each agent i are determined by trigger (33) with 0<a<1/|N_i|, then all non-Zeno trajectories asymptotically achieve multi-agent average consensus.
“then all nonZeno trajectories of the system asymptotically achieve multi-agent average consensus.”
From Event-triggered communication and control of networked systems for multi-agent consensus (2019) · cites this paper as Garcia et al. (2013)
In consensus algorithms, implementing uniform quantizers at each node causes convergence to a bounded region around the initial average rather than asymptotic convergence to the global initial average.
“In general, an algorithm which would guarantee asymptotic convergence to the global initial average when non-quantized information is transmitted by each agent, is instead only able to converge to a bounded region around the initial average in the case where uniform quantizers are implemented at each node.”
From Event-triggered communication and control of networked systems for multi-agent consensus (2019) · cites this paper as Garcia et al. (2013)
With uniform quantizers, the agents' states satisfy lim_{t→∞} ||x_i(t) - x̄|| ≤ c, where c depends on the quantization step size and x̄ is the initial average.
“The states of the agents satisfy lim t →∞ || x i ( t ) -¯ x || ≤ c , where c is a constant which depends on the size of the quantization step and ¯ x = 1 N ∑ N i =0 x i (0).”
From Event-triggered communication and control of networked systems for multi-agent consensus (2019) · cites this paper as Garcia et al. (2013)
Cites
Event-Triggered Real-Time Scheduling of Stabilizing Control Tasks
Tabuada, P. (2007) · IEEE Transactions on Automatic Control · doi:10.1109/tac.2007.904277 · Cited by 4,732 · see citing works
Information consensus in multivehicle cooperative control
Ren, W., Beard, R. W., & Atkins, E. M. (2007) · IEEE Control Systems · doi:10.1109/mcs.2007.338264 · Cited by 3,145 · see citing works
IEEE Transactions on Automatic Control
/b, V. G., Schenato, L., & Schenato, L. (2023) · IEEE Transactions on Automatic Control · doi:10.1109/tac.9 · Cited by 2,649 · see citing works
Distributed event-triggered control for multi-agent systems
Dimarogonas, D. V., Frazzoli, E., & Johansson, K. H. (2012) · IEEE Transactions on Automatic Control · doi:10.1109/tac.2011.2174666 · Cited by 2,556 · see citing works
Event-based broadcasting for multi-agent average consensus
Seyboth, G. S., Dimarogonas, D. V., & Johansson, K. H. (2012) · Automatica · doi:10.1016/j.automatica.2012.08.042 · Cited by 1,247 · see citing works
Event-Triggering in Distributed Networked Control Systems
Wang, X., & Lemmon, M. D. (2010) · IEEE Transactions on Automatic Control · doi:10.1109/tac.2010.2057951 · Cited by 1,186 · see citing works
Comparison of Riemann and Lebesgue sampling for first order stochastic systems
Åström, K. J., & Bernhardsson, B. (2003) · IEEE Conference on Decision and Control (CDC) · doi:10.1109/cdc.2002.1184824 · Cited by 998 · see citing works
To Sample or not to Sample: Self-Triggered Control for Nonlinear Systems
Anta, A., & Tabuada, P. (2010) · IEEE Transactions on Automatic Control · doi:10.1109/tac.2010.2042980 · Cited by 875 · see citing works
Distributed Coordination Control of Multiagent Systems While Preserving Connectedness
Ji, M., & Egerstedt, M. (2007) · IEEE Transactions on Robotics · doi:10.1109/tro.2007.900638 · Cited by 866 · see citing works
Stability of continuous-time distributed consensus algorithms
Moreau, L. (2004) · IEEE Conference on Decision and Control (CDC) · doi:10.1109/cdc.2004.1429377 · Cited by 729 · see citing works
Stable flocking of mobile agents. I. Fixed topology
Tanner, H. G., Jadbabaie, A., & Pappas, G. J. (2004) · IEEE Conference on Decision and Control (CDC) · doi:10.1109/cdc.2003.1272910 · Cited by 677 · see citing works
Model-Based Event-Triggered Control for Systems With Quantization and Time-Varying Network Delays
García, E., & Antsaklis, P. J. (2012) · IEEE Transactions on Automatic Control · doi:10.1109/tac.2012.2211411 · Cited by 641 · see citing works
Self-citationDistributed Coordination of Multi-agent Networks: Emergent Problems, Models, and Issues
Ren, W., & Cao, Y. (2013) · DIAL (Catholic University of Leuven) · doi:10.1007/978-0-85729-169-1 · Cited by 552 · see citing works
Self-citationDecentralized estimation and control of graph connectivity for mobile sensor networks
Yang, P., Freeman, R. A., Gordon, G. J., Lynch, K., Srinivasa, S. S., & Sukthankar, R. (2009) · Automatica · doi:10.1016/j.automatica.2009.11.012 · Cited by 425 · see citing works
Åström, K. J. (2007) · Springer eBooks · doi:10.1007/978-3-540-74358-3_9 · Cited by 398 · see citing works
Discontinuities and hysteresis in quantized average consensus
Ceragioli, F., Persis, C. D., & Frasca, P. (2011) · Automatica · doi:10.1016/j.automatica.2011.06.020 · Cited by 324 · see citing works
Event-triggered control for multi-agent systems
Dimarogonas, D. V., & Johansson, K. H. (2009) · doi:10.1109/cdc.2009.5399776 · Cited by 304 · see citing works
Cao, Y., & Ren, W. (2009) · International Journal of Robust and Nonlinear Control · doi:10.1002/rnc.1495 · Cited by 251 · see citing works
Self-citationQin, J., & Gao, H. (2012) · IEEE Transactions on Automatic Control · doi:10.1109/tac.2012.2188425 · Cited by 188 · see citing works
Liu, H., Xie, G., & Wang, L. (2009) · International Journal of Robust and Nonlinear Control · doi:10.1002/rnc.1543 · Cited by 184 · see citing works
Event-triggered broadcasting across distributed networked control systems
Wang, X., & Lemmon, M. D. (2008) · Proceedings of the ... American Control Conference/Proceedings of the American Control Conference · doi:10.1109/acc.2008.4586975 · Cited by 136 · see citing works
Hayakawa, T., Matsuzawat, T., & Hara, S. (2006) · IEEE Conference on Decision and Control (CDC) · doi:10.1109/cdc.2006.377708 · Cited by 95 · see citing works
Decentralized Laplacian eigenvalues estimation for networked multi-agent systems
Mauro Franceschelli, A., Gasparri, A., Giua, A., & Carla Seatzu, A. (2009) · IEEE Conference on Decision and Control (CDC) · doi:10.1109/cdc.2009.5400723 · Cited by 70 · see citing works
Distributed algebraic connectivity estimation for adaptive event-triggered consensus
Aragüés, R., Shi, G., Dimarogonas, D. V., Sagüés, C., & Johansson, K. H. (2012) · Proceedings of the ... American Control Conference/Proceedings of the American Control Conference · doi:10.1109/acc.2012.6315110 · Cited by 69 · see citing works
Decentralized model-based event-triggered control of networked systems
García, E., & Antsaklis, P. J. (2012) · Proceedings of the ... American Control Conference/Proceedings of the American Control Conference · doi:10.1109/acc.2012.6314798 · Cited by 51 · see citing works
Self-citationDistributed event-triggered control strategies for multi-agent systems
Dimarogonas, D. V., & Frazzoli, E. (2009) · Allerton Conference on Communication, Control, and Computing · doi:10.1109/allerton.2009.5394897 · Cited by 45 · see citing works
Sampled-data formation control under dynamic directed interaction
Cao, Y., & Ren, W. (2009) · Proceedings of the ... American Control Conference/Proceedings of the American Control Conference · doi:10.1109/acc.2009.5160192 · Cited by 31 · see citing works
Self-citationQuantized output synchronization of networked passive systems with event-driven communication
Han, Y., & Antsaklis, P. J. (2012) · Proceedings of the ... American Control Conference/Proceedings of the American Control Conference · doi:10.1109/acc.2012.6314691 · Cited by 20 · see citing works
Self-citationDynamic quasi-decentralized control of networked process systems with limited measurements
Sun, Y., & El‐Farra, N. H. (2011) · Proceedings of the ... American Control Conference/Proceedings of the American Control Conference · doi:10.1109/acc.2011.5991392 · Cited by 6 · see citing works
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An Overview of Recent Advances in Event-Triggered Consensus of Multiagent Systems
Ding, L., Han, Q., Ge, X., & Zhang, X. (2017) · IEEE Transactions on Cybernetics · doi:10.1109/tcyb.2017.2771560 · Cited by 1,191 · see citing works
Kia, S. S., Cortés, J., & Martı́nez, S. (2015) · Automatica · doi:10.1016/j.automatica.2015.03.001 · Cited by 687 · see citing works
Event-triggered communication and control of networked systems for multi-agent consensus
Nowzari, C., Garcia, E., & Cortés, J. (2019) · Automatica · doi:10.1016/j.automatica.2019.03.009 · Cited by 655 · see citing works
Dynamic Event-Triggered and Self-Triggered Control for Multi-agent Systems
Yi, X., Liu, K., Dimarogonas, D. V., & Johansson, K. H. (2018) · IEEE Transactions on Automatic Control · doi:10.1109/tac.2018.2874703 · Cited by 555 · see citing works
Fully Distributed Event-Triggered Protocols for Linear Multiagent Networks
Bin, C., & Li, Z. (2018) · IEEE Transactions on Automatic Control · doi:10.1109/tac.2018.2857723 · Cited by 549 · see citing works
Decentralized event-triggered consensus for linear multi-agent systems under general directed graphs
Yang, D., Ren, W., Liu, X., & Chen, W. (2016) · Automatica · doi:10.1016/j.automatica.2016.03.003 · Cited by 470 · see citing works
A survey on recent advances in distributed sampled-data cooperative control of multi-agent systems
Ge, X., Han, Q., Ding, D., Zhang, X., & Ning, B. (2017) · Neurocomputing · doi:10.1016/j.neucom.2017.10.008 · Cited by 390 · see citing works
On the Secondary Control Architectures of AC Microgrids: An Overview
Khayat, Y., Shafiee, Q., Heydari, R., Naderi, M., Dragičević, T., Simpson-Porco, J. W., Dörfler, F., Fathi, M., Blaabjerg, F., Guerrero, J. M., et al. (2019) · IEEE Transactions on Power Electronics · doi:10.1109/tpel.2019.2951694 · Cited by 385 · see citing works
Self-Triggered Consensus for Multi-Agent Systems With Zeno-Free Triggers
Fan, Y., Liu, L., Feng, G., & Wang, Y. (2015) · IEEE Transactions on Automatic Control · doi:10.1109/tac.2015.2405294 · Cited by 357 · see citing works
Decentralized event-triggered consensus with general linear dynamics
García, E., Cao, Y., & Casbeer, D. W. (2014) · Automatica · doi:10.1016/j.automatica.2014.08.024 · Cited by 348 · see citing works
Self-citationWu, Z., Xu, Y., Pan, Y., Su, H., & Tang, Y. S. (2018) · IEEE Transactions on Circuits and Systems I Regular Papers · doi:10.1109/tcsi.2017.2777504 · Cited by 307 · see citing works
Distributed event-triggered coordination for average consensus on weight-balanced digraphs
Nowzari, C., & Cortés, J. (2016) · Automatica · doi:10.1016/j.automatica.2016.01.069 · Cited by 275 · see citing works
Event-Triggered Control of Multiagent Systems for Fixed and Time-Varying Network Topologies
Cheng, T.-H., Kan, Z., Klotz, J. R., Shea, J. M., & Dixon, W. E. (2017) · IEEE Transactions on Automatic Control · doi:10.1109/tac.2017.2693824 · Cited by 248 · see citing works
Periodic Event-Triggered Synchronization of Linear Multi-Agent Systems With Communication Delays
García, E., Cao, Y., & Casbeer, D. W. (2016) · IEEE Transactions on Automatic Control · doi:10.1109/tac.2016.2555484 · Cited by 204 · see citing works
Self-citationCoordinated Tracking Control With Asynchronous Edge-Based Event-Triggered Communications
Bin, C., & Li, Z. (2019) · IEEE Transactions on Automatic Control · doi:10.1109/tac.2019.2895927 · Cited by 174 · see citing works
Event-triggered sliding mode control for a class of nonlinear systems
Behera, A. K., & Bandyopadhyay, B. (2016) · International Journal of Control · doi:10.1080/00207179.2016.1142617 · Cited by 172 · see citing works
Zhang, Z., Li, Z., Hao, F., & Wang, L. (2016) · IEEE Transactions on Cybernetics · doi:10.1109/tcyb.2016.2580163 · Cited by 158 · see citing works
Cheng, B., Wang, X., & Li, Z. (2018) · IEEE Transactions on Cybernetics · doi:10.1109/tcyb.2018.2864974 · Cited by 142 · see citing works
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Bin, C., Wu, Z., & Li, Z. (2019) · IEEE Transactions on Cybernetics · doi:10.1109/tcyb.2019.2910131 · Cited by 133 · see citing works
Distributed event-triggered communication for dynamic average consensus in networked systems
Kia, S. S., Cortés, J., & Martı́nez, S. (2015) · Automatica · doi:10.1016/j.automatica.2015.06.011 · Cited by 131 · see citing works
Event-Based Consensus Control for a Linear Directed Multiagent System With Time Delay
Mu, N., Liao, X., & Huang, T. (2014) · IEEE Transactions on Circuits & Systems II Express Briefs · doi:10.1109/tcsii.2014.2368991 · Cited by 121 · see citing works
How often should one update control and estimation: review of networked triggering techniques
Chen, Z., Han, Q., Yan, Y., & Wu, Z. (2020) · Science China Information Sciences · doi:10.1007/s11432-019-2637-9 · Cited by 118 · see citing works
Dynamic Event-Triggered Leader-Follower Consensus Control for MultiAgent Systems
Wu, X., Mao, B., Wu, X., & Lü, J. (2022) · SIAM Journal on Control and Optimization · doi:10.1137/20m1321152 · Cited by 117 · see citing works
Output Synchronization of Networked Passive Systems With Event-Driven Communication
Yu, H., & Antsaklis, P. J. (2013) · IEEE Transactions on Automatic Control · doi:10.1109/tac.2013.2274704 · Cited by 109 · see citing works
Self-citationEvent-Triggered Algorithms for Leader–Follower Consensus of Networked Euler–Lagrange Agents
Liu, Q., Ye, M., Qin, J., & Yu, C. B. (2017) · IEEE Transactions on Systems Man and Cybernetics Systems · doi:10.1109/tsmc.2017.2772820 · Cited by 106 · see citing works
Communication-Censored ADMM for Decentralized Consensus Optimization
Liu, Y., Xu, W., Wu, G., Tian, Z., & Ling, Q. H. (2019) · IEEE Transactions on Signal Processing · doi:10.1109/tsp.2019.2907258 · Cited by 92 · see citing works
Event-Based Multiagent Consensus Control: Zeno-Free Triggering via $\mathcal{L}^p$ Signals
Sun, Z., Huang, N., Anderson, B. D. O., & Duan, Z. (2018) · IEEE Transactions on Cybernetics · doi:10.1109/tcyb.2018.2868786 · Cited by 95 · see citing works
Event-Triggered Bipartite Consensus for Multiagent Systems: A Zeno-Free Analysis
Yu, H., Chen, X., Chen, T., & Hao, F. (2019) · IEEE Transactions on Automatic Control · doi:10.1109/tac.2019.2962092 · Cited by 91 · see citing works
Self-citationZhao, C., Zhong, S., Zhong, Q., & Shi, K. (2020) · Nonlinear Analysis Hybrid Systems · doi:10.1016/j.nahs.2020.100883 · Cited by 85 · see citing works
Robust Dynamic Event-Triggered Coordination With a Designable Minimum Interevent Time
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Zeno-free, distributed event-triggered communication and control for multi-agent average consensus
Nowzari, C., & Cortés, J. (2014) · Proceedings of the ... American Control Conference/Proceedings of the American Control Conference · doi:10.1109/acc.2014.6859495 · Cited by 79 · see citing works
Liu, X., Du, C., Liu, H., & Lu, P. (2017) · International Journal of Robust and Nonlinear Control · doi:10.1002/rnc.3857 · Cited by 78 · see citing works
Adaptive Event-Triggered Control for Unknown Second-Order Nonlinear Multiagent Systems
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Distributed edge-based event-triggered coordination control for multi-agent systems
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Distributed dynamic event-triggered control for multi-agent systems
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Persis, C. D., & Postoyan, R. (2016) · IEEE Transactions on Automatic Control · doi:10.1109/tac.2016.2565062 · Cited by 72 · see citing works
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Event-triggered consensus of multi-agent systems with noises
Hu, A., Cao, J., Hu, M., & Guo, L. (2014) · Journal of the Franklin Institute · doi:10.1016/j.jfranklin.2014.08.005 · Cited by 68 · see citing works
Pull-Based Distributed Event-Triggered Consensus for Multiagent Systems With Directed Topologies
Yi, X., Lu, W., & Chen, T. (2015) · IEEE Transactions on Neural Networks and Learning Systems · doi:10.1109/tnnls.2015.2498303 · Cited by 66 · see citing works
Periodic Event-Triggered Consensus With Quantization
Zhang, Z., Li, Z., Hao, F., & Wang, L. (2015) · IEEE Transactions on Circuits & Systems II Express Briefs · doi:10.1109/tcsii.2015.2505038 · Cited by 65 · see citing works
Event-triggered containment control for multi-agent systems with constant time delays
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Passivity-Based Design for Event-Triggered Networked Control Systems
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Self-citationSu, H., Zhang, H., Liang, X., & Liu, C. (2020) · IEEE Transactions on Neural Networks and Learning Systems · doi:10.1109/tnnls.2019.2959005 · Cited by 64 · see citing works
Bin, C., Li, Z., & Wang, X. (2019) · IEEE Transactions on Circuits & Systems II Express Briefs · doi:10.1109/tcsii.2019.2953930 · Cited by 62 · see citing works
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Cheng, B., Lv, Y., Li, Z., & Duan, Z. (2023) · IEEE Transactions on Automatic Control · doi:10.1109/tac.2023.3260681 · Cited by 61 · see citing works
Event‐triggered consensus of Markovian jumping multi‐agent systems via stochastic sampling
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A comprehensive review on telecommunication challenges of microgrids secondary control
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Event-based coordinated control of spacecraft formation flying under limited communication
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Distributed consensus for multiple Euler-Lagrange systems: An event-triggered approach
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Coherence in synchronizing power networks with distributed integral control
Andreasson, M., Tegling, E., Sandberg, H., & Johansson, K. H. (2017) · IEEE Conference on Decision and Control (CDC) · doi:10.1109/cdc.2017.8264613 · Cited by 49 · see citing works
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Bin, C., & Li, Z. (2018) · Journal of the Franklin Institute · doi:10.1016/j.jfranklin.2018.01.029 · Cited by 49 · see citing works
Distributed Dynamic Event-Triggered Coordination with a Designable Minimum Inter-Event Time
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Yang, Q., Sun, J. Q., & Chen, J. (2019) · IEEE Transactions on Cybernetics · doi:10.1109/tcyb.2019.2895044 · Cited by 48 · see citing works
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Nawaz, F., Pashajavid, E., Fan, Y., & Batool, M. (2023) · IEEE Access · doi:10.1109/access.2023.3316016 · Cited by 46 · see citing works
Distributed event-triggered consensus for multi-agent systems with quantisation
Zhang, Z., Li, Z., Hao, F., & Wang, L. (2014) · International Journal of Control · doi:10.1080/00207179.2014.994038 · Cited by 46 · see citing works
Wu, Y., Liang, H., Zhao, N., & Niu, B. (2024) · IEEE Transactions on Control of Network Systems · doi:10.1109/tcns.2024.3373132 · Cited by 45 · see citing works
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A review of event-triggered consensus control in multi-agent systems
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Periodic event-triggered average consensus over directed graphs
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Event-Based Control: A Bibliometric Analysis of Twenty Years of Research
Aranda‐Escolástico, E., Guinaldo, M., Heradio, R., Chacón, J., Vargas, H., Sánchez, J., & Dormido, S. (2020) · IEEE Access · doi:10.1109/access.2020.2978174 · Cited by 39 · see citing works
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García, E., Cao, Y., & Casbeer, D. W. (2016) · IET Control Theory and Applications · doi:10.1049/iet-cta.2016.0107 · Cited by 37 · see citing works
Self-citationWen, G., Yu, Y., Peng, Z., & Rahmani, A. (2014) · International Journal of Systems Science · doi:10.1080/00207721.2014.955279 · Cited by 36 · see citing works
Pulse width modulation for multi-agent systems
Meng, X., Meng, Z., Chen, T., Dimarogonas, D. V., & Johansson, K. H. (2016) · Automatica · doi:10.1016/j.automatica.2016.03.012 · Cited by 36 · see citing works
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Deng, Z., & Wang, L. (2020) · IET Control Theory and Applications · doi:10.1049/iet-cta.2019.1169 · Cited by 35 · see citing works
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Event-Triggered Quantized Communication-Based Consensus in Multiagent Systems via Sliding Mode
Yuan, Z., Xiong, Y., Sun, G., Liu, J., & Wu, L. (2020) · IEEE Transactions on Cybernetics · doi:10.1109/tcyb.2020.3017550 · Cited by 32 · see citing works
Sampled-data based distributed convex optimization with event-triggered communication
Liu, J., Chen, W., & Dai, H. (2016) · International Journal of Control Automation and Systems · doi:10.1007/s12555-015-0133-9 · Cited by 31 · see citing works
Ristevski, S., Yucelen, T., & Muse, J. A. (2021) · IEEE Transactions on Control Systems Technology · doi:10.1109/tcst.2021.3089911 · Cited by 29 · see citing works
Ren, G., & Yu, Y. (2017) · International Journal of Control · doi:10.1080/00207179.2017.1369572 · Cited by 29 · see citing works
Communication-Censored Linearized ADMM for Decentralized Consensus Optimization
Li, W., Liu, Y., Tian, Z., & Ling, Q. H. (2019) · IEEE Transactions on Signal and Information Processing over Networks · doi:10.1109/tsipn.2019.2957719 · Cited by 31 · see citing works
An event-triggered control approach for the leader-tracking problem with heterogeneous agents
García, E., Cao, Y., & Casbeer, D. W. (2017) · International Journal of Control · doi:10.1080/00207179.2017.1312668 · Cited by 28 · see citing works
Self-citationCommunication-Censored Distributed Stochastic Gradient Descent
Li, W., Wu, Z., Chen, T., Li, L., & Ling, Q. H. (2021) · IEEE Transactions on Neural Networks and Learning Systems · doi:10.1109/tnnls.2021.3083655 · Cited by 26 · see citing works
Distributed convex optimisation with event-triggered communication in networked systems
Liu, J., & Chen, W. (2016) · International Journal of Systems Science · doi:10.1080/00207721.2015.1135358 · Cited by 26 · see citing works
Yu, P., & Dimarogonas, D. V. (2018) · IEEE Transactions on Control of Network Systems · doi:10.1109/tcns.2018.2889012 · Cited by 26 · see citing works
García, E., Cao, Y., & Casbeer, D. W. (2014) · Proceedings of the ... American Control Conference/Proceedings of the American Control Conference · doi:10.1109/acc.2014.6858661 · Cited by 25 · see citing works
Self-citationPham, T. V., & Nguyen, Q. T. T. (2023) · Systems & Control Letters · doi:10.1016/j.sysconle.2023.105652 · Cited by 25 · see citing works
Sampled-data consensus for multi-agent systems with quantised communication
Wu, Y., & Wang, L. (2014) · International Journal of Control · doi:10.1080/00207179.2014.955532 · Cited by 25 · see citing works
Duan, J., Zhang, H., Han, J., & Gao, Z. (2019) · ISA Transactions · doi:10.1016/j.isatra.2019.02.020 · Cited by 24 · see citing works
Distributed control for large-scale systems with adaptive event-triggering
Guinaldo, M., Sánchez, J., Dormido, R., & Dormido, S. (2016) · Journal of the Franklin Institute · doi:10.1016/j.jfranklin.2015.12.008 · Cited by 23 · see citing works
Distributed event-triggered consensus for multi-agent systems with directed topologies
Yi, X., Lu, W., & Chen, T. (2016) · Chinese Control and Decision Conference (CCDC) · doi:10.1109/ccdc.2016.7531095 · Cited by 23 · see citing works
Zhao, G., Wei, H., & Fu, X. (2021) · Asian Journal of Control · doi:10.1002/asjc.2535 · Cited by 23 · see citing works
A unified control method for consensus with various quantizers
Xu, T., Duan, Z., Sun, Z., & Chen, G. (2021) · Automatica · doi:10.1016/j.automatica.2021.110090 · Cited by 23 · see citing works
Dynamic average consensus with distributed event-triggered communication
Kia, S. S., Cortés, J., & Martı́nez, S. (2014) · IEEE Conference on Decision and Control (CDC) · doi:10.1109/cdc.2014.7039494 · Cited by 23 · see citing works
Multi-agent coordination with asynchronous cloud access
Nowzari, C., & Pappas, G. J. (2016) · Proceedings of the ... American Control Conference/Proceedings of the American Control Conference · doi:10.1109/acc.2016.7526085 · Cited by 23 · see citing works
Decentralized event-triggered consensus of Linear Multi-agent Systems under Directed Graphs
García, E., Cao, Y., Wang, X., & Casbeer, D. W. (2015) · Proceedings of the ... American Control Conference/Proceedings of the American Control Conference · doi:10.1109/acc.2015.7172242 · Cited by 22 · see citing works
Self-citationCoordination of multi-agent systems via asynchronous cloud communication
Bowman, S. L., Nowzari, C., & Pappas, G. J. (2016) · IEEE Conference on Decision and Control (CDC) · doi:10.1109/cdc.2016.7798592 · Cited by 22 · see citing works
Consensus of Multiagent Systems Via Asynchronous Cloud Communication
Bowman, S. L., Nowzari, C., & Pappas, G. J. (2019) · IEEE Transactions on Control of Network Systems · doi:10.1109/tcns.2019.2935626 · Cited by 21 · see citing works
Pin, L., Xiao, F., & Wei, B. (2021) · Journal of Systems Science and Complexity · doi:10.1007/s11424-021-0200-7 · Cited by 21 · see citing works
Wang, Z., Gao, Y., Liu, Y., Wang, S., & Wu, L. (2022) · Information Sciences · doi:10.1016/j.ins.2022.11.005 · Cited by 21 · see citing works
Lei, Y., Wang, Y., Morărescu, I., & Xiao, J. (2020) · IEEE Transactions on Cybernetics · doi:10.1109/tcyb.2020.3026352 · Cited by 21 · see citing works
A new distributed Zeno-free event-triggered algorithm for multi-agent consensus
Sun, Z., Huang, N., Anderson, B. D. O., & Duan, Z. (2016) · IEEE Conference on Decision and Control (CDC) · doi:10.1109/cdc.2016.7798785 · Cited by 20 · see citing works
Li, H., Chen, G., & Xiao, L. (2016) · International Journal of Systems Science · doi:10.1080/00207721.2016.1146973 · Cited by 20 · see citing works
Wang, Z., Fei, M., Du, D., & Zheng, M. L. (2015) · IEEE/CAA Journal of Automatica Sinica · doi:10.1109/jas.2015.7152658 · Cited by 19 · see citing works
- Authors
- Garcia, E., Cao, Y., Yu, H., Antsaklis, P., & Casbeer, D.
- Affiliations
- United States Air Force Research Laboratory (US)
- University of Notre Dame (US)
- Venue
- International Journal of Control
- Publisher
- Informa UK Limited
- Published
- 2013-09
- Volume
- 86
- Issue
- 9
- Pages
- 1479-1488
- ISSN
- 0020-7179 (ISSN-L)
- 1366-5820
- OpenAlex
- W2032898613
- Cited by
- 228
- References
- 32
- Citations by year
- 2026: 1 · 2025: 8 · 2024: 8 · 2023: 17 · 2022: 14 · 2021: 16 · 2020: 24 · 2019: 28 · 2018: 15 · 2017: 26 · 2016: 30 · 2015: 20 · 2014: 19 · 2013: 2
- FWCI
- 31.13
- Type
- journal article
- Language
- en
- Open access
- closed
- Locations
- International Journal of Control (publishedVersion)
- Topics
- Physical Sciences › Computer Science › Computer Networks and Communications › Distributed Control Multi-Agent Systems
- Physical Sciences › Computer Science › Computer Networks and Communications › Neural Networks Stability and Synchronization
- Physical Sciences › Engineering › Control and Systems Engineering › Stability and Control of Uncertain Systems
- Keywords
- event-triggered control, multi-agent systems, cooperative control, limited communication, decentralized control, event-triggered consensus, inter-event time
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