Resilient distributed state estimation with mobile agents: overcoming Byzantine adversaries, communication losses, and intermittent measurements

Mitra, Aritra; Richards, John A.; Bagchi, Saurabh; Sundaram, Shreyas

doi:10.1007/s10514-018-9813-7

Title: Resilient distributed state estimation with mobile agents: overcoming Byzantine adversaries, communication losses, and intermittent measurements

Journal Article · Wed Nov 14 00:00:00 EST 2018 · Autonomous Robots

DOI:https://doi.org/10.1007/s10514-018-9813-7· OSTI ID:1485814

^[1]; Richards, John A. ^[2]; Bagchi, Saurabh ^[1]; Sundaram, Shreyas ^[1]

Purdue Univ., West Lafayette, IN (United States). School of Electrical and Computer Engineering
Sandia National Lab. (SNL-NM), Albuquerque, NM (United States)

Applications in environmental monitoring, surveillance and patrolling typically require a network of mobile agents to collectively gain information regarding the state of a static or dynamical process evolving over a region. However, these networks of mobile agents also introduce various challenges, including intermittent observations of the dynamical process, loss of communication links due to mobility and packet drops, and the potential for malicious or faulty behavior by some of the agents. The main contribution of this paper is the development of resilient, fully-distributed, and provably correct state estimation algorithms that simultaneously account for each of the above considerations, and in turn, offer a general framework for reasoning about state estimation problems in dynamic, failure-prone and adversarial environments. Specifically, we develop a simple switched linear observer for dealing with the issue of time-varying measurement models, and resilient filtering techniques for dealing with worst-case adversarial behavior subject to time-varying communication patterns among the agents. Our approach considers both communication patterns that recur in a deterministic manner, and patterns that are induced by random packet drops. For each scenario, we identify conditions on the dynamical system, the patrols, the nominal communication network topology, and the failure models that guarantee applicability of our proposed techniques. Lastly, we complement our theoretical results with detailed simulations that illustrate the efficacy of our algorithms in the presence of the technical challenges described above.

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Research Organization:: Sandia National Lab. (SNL-NM), Albuquerque, NM (United States)

Sponsoring Organization:: USDOE National Nuclear Security Administration (NNSA)

Grant/Contract Number:: AC04-94AL85000

OSTI ID:: 1485814

Alternate ID(s):: OSTI ID: 1487414

Report Number(s):: SAND-2018-3796J; SAND-2018-9348J; 670138

Journal Information:: Autonomous Robots, Vol. 43, Issue 3; ISSN 0929-5593

Publisher:: SpringerCopyright Statement

Country of Publication:: United States

Language:: English

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Cited by: 24 works

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References (88)

The origins of kriging Cressie, Noel Mathematical Geology, Vol. 22, Issue 3 https://doi.org/10.1007/BF00889887	journal	April 1990
Broadcast using certified propagation algorithm in presence of Byzantine faults Tseng, Lewis; Vaidya, Nitin; Bhandari, Vartika Information Processing Letters, Vol. 115, Issue 4 https://doi.org/10.1016/j.ipl.2014.11.010	journal	April 2015
Persistent monitoring in discrete environments: Minimizing the maximum weighted latency between observations Alamdari, Soroush; Fata, Elaheh; Smith, Stephen L. The International Journal of Robotics Research, Vol. 33, Issue 1 https://doi.org/10.1177/0278364913504011	journal	October 2013
Secure distributed observers for a class of linear time invariant systems in the presence of Byzantine adversaries Mitra, Aritra; Sundaram, Shreyas 2016 IEEE 55th Conference on Decision and Control (CDC) https://doi.org/10.1109/CDC.2016.7798671	conference	December 2016
Trust-based multi-agent filtering for increased Smart Grid security Matei, Ion; Baras, John S.; Srinivasan, Vijay 2012 20th Mediterranean Conference on Control & Automation (MED 2012), 2012 20th Mediterranean Conference on Control & Automation (MED) https://doi.org/10.1109/MED.2012.6265722	conference	July 2012
Decentralized active information acquisition: Theory and application to multi-robot SLAM Atanasov, Nikolay; Le Ny, Jerome; Daniilidis, Kostas 2015 IEEE International Conference on Robotics and Automation (ICRA) https://doi.org/10.1109/ICRA.2015.7139863	conference	May 2015
Iterative approximate byzantine consensus in arbitrary directed graphs Vaidya, Nitin H.; Tseng, Lewis; Liang, Guanfeng Proceedings of the 2012 ACM symposium on Principles of distributed computing - PODC '12 https://doi.org/10.1145/2332432.2332505	conference	January 2012
On a stochastic sensor selection algorithm with applications in sensor scheduling and sensor coverage Gupta, Vijay; Chung, Timothy H.; Hassibi, Babak Automatica, Vol. 42, Issue 2 https://doi.org/10.1016/j.automatica.2005.09.016	journal	February 2006
Sensor selection strategies for state estimation in energy constrained wireless sensor networks Mo, Yilin; Ambrosino, Roberto; Sinopoli, Bruno Automatica, Vol. 47, Issue 7 https://doi.org/10.1016/j.automatica.2011.02.001	journal	July 2011
A complete greedy algorithm for infinite-horizon sensor scheduling Asghar, Ahmad Bilal; Jawaid, Syed Talha; Smith, Stephen L. Automatica, Vol. 81 https://doi.org/10.1016/j.automatica.2017.04.018	journal	July 2017
Learning Heat Diffusion Graphs Thanou, Dorina; Dong, Xiaowen; Kressner, Daniel IEEE Transactions on Signal and Information Processing over Networks, Vol. 3, Issue 3 https://doi.org/10.1109/TSIPN.2017.2731164	journal	September 2017
A Novel Switched Linear Observer for Estimating the State of a Dynamical Process with a Mobile Agent Mitra, Aritra; Sundaram, Shreyas 2018 IEEE Conference on Decision and Control (CDC) https://doi.org/10.1109/CDC.2018.8619662	conference	December 2018
Persistent ocean monitoring with underwater gliders: Adapting sampling resolution Smith, Ryan N.; Schwager, Mac; Smith, Stephen L. Journal of Field Robotics, Vol. 28, Issue 5 https://doi.org/10.1002/rob.20405	journal	August 2011
A Distributed Observer for a Time-Invariant Linear System Wang, Lili; Morse, A. Stephen IEEE Transactions on Automatic Control, Vol. 63, Issue 7 https://doi.org/10.1109/TAC.2017.2768668	journal	July 2018
A Survey of Recent Results in Networked Control Systems Hespanha, Joo P.; Naghshtabrizi, Payam; Xu, Yonggang Proceedings of the IEEE, Vol. 95, Issue 1 https://doi.org/10.1109/JPROC.2006.887288	journal	January 2007
Fault-Tolerant Multi-Agent Optimization: Optimal Iterative Distributed Algorithms Su, Lili; Vaidya, Nitin H. Proceedings of the 2016 ACM Symposium on Principles of Distributed Computing - PODC '16 https://doi.org/10.1145/2933057.2933105	conference	January 2016
Delayed unknown input observers for discrete-time linear systems with guaranteed performance Chakrabarty, Ankush; Ayoub, Raid; Żak, Stanisław H. Systems & Control Letters, Vol. 103 https://doi.org/10.1016/j.sysconle.2017.02.005	journal	May 2017
Wireless multifunctional robot for military applications Kaur, Tarunpreet; Kumar, Dilip 2015 2nd International Conference on Recent Advances in Engineering & Computational Sciences (RAECS) https://doi.org/10.1109/RAECS.2015.7453343	conference	December 2015
Robust rendezvous for multi-robot system with random node failures: an optimization approach Park, Hyongju; Hutchinson, Seth Autonomous Robots, Vol. 42, Issue 8 https://doi.org/10.1007/s10514-018-9715-8	journal	February 2018
The heat kernel as the pagerank of a graph Chung, F. Proceedings of the National Academy of Sciences, Vol. 104, Issue 50 https://doi.org/10.1073/pnas.0708838104	journal	December 2007
Development of Autonomous Radiation Mapping Robot Zakaria, Abd. Hafiz; Mustafah, Yasir M.; Abdullah, Jaafar Procedia Computer Science, Vol. 105 https://doi.org/10.1016/j.procs.2017.01.203	journal	January 2017
Cooperative Control of Mobile Sensor Networks: Adaptive Gradient Climbing in a Distributed Environment Ogren, P.; Fiorelli, E.; Leonard, N. E. IEEE Transactions on Automatic Control, Vol. 49, Issue 8 https://doi.org/10.1109/TAC.2004.832203	journal	August 2004
A Survey on Gas Sensing Technology Liu, Xiao; Cheng, Sitian; Liu, Hong Sensors, Vol. 12, Issue 7 https://doi.org/10.3390/s120709635	journal	July 2012
State and unknown input observers for nonlinear systems with delayed measurements Chakrabarty, Ankush; Fridman, Emilia; Żak, Stanisław H. Automatica, Vol. 95 https://doi.org/10.1016/j.automatica.2018.05.036	journal	September 2018
Secure Estimation and Control for Cyber-Physical Systems Under Adversarial Attacks Fawzi, Hamza; Tabuada, Paulo; Diggavi, Suhas IEEE Transactions on Automatic Control, Vol. 59, Issue 6 https://doi.org/10.1109/TAC.2014.2303233	journal	June 2014
Distributed Function Calculation via Linear Iterative Strategies in the Presence of Malicious Agents Sundaram, Shreyas; Hadjicostis, Christoforos N. IEEE Transactions on Automatic Control, Vol. 56, Issue 7 https://doi.org/10.1109/TAC.2010.2088690	journal	July 2011
On the Genericity Properties in Distributed Estimation: Topology Design and Sensor Placement Doostmohammadian, Mohammadreza; Khan, Usman A. IEEE Journal of Selected Topics in Signal Processing, Vol. 7, Issue 2 https://doi.org/10.1109/JSTSP.2013.2246135	journal	April 2013
Adaptive Information Collection by Robotic Sensor Networks for Spatial Estimation Graham, Rishi; Cortes, Jorge IEEE Transactions on Automatic Control, Vol. 57, Issue 6 https://doi.org/10.1109/TAC.2011.2178332	journal	June 2012
Kalman-Consensus Filter : Optimality, stability, and performance Olfati-Saber, Reza 2009 Joint 48th IEEE Conference on Decision and Control (CDC) and 28th Chinese Control Conference (CCC), Proceedings of the 48h IEEE Conference on Decision and Control (CDC) held jointly with 2009 28th Chinese Control Conference https://doi.org/10.1109/CDC.2009.5399678	conference	December 2009
A hybrid observer for a distributed linear system with a changing neighbor graph Wang, L.; Morse, A. S.; Fullmer, D. 2017 IEEE 56th Annual Conference on Decision and Control (CDC) https://doi.org/10.1109/CDC.2017.8263792	conference	December 2017
Information acquisition with sensing robots: Algorithms and error bounds Atanasov, Nikolay; Le Ny, Jerome; Daniilidis, Kostas 2014 IEEE International Conference on Robotics and Automation (ICRA) https://doi.org/10.1109/ICRA.2014.6907811	conference	May 2014
Remote stabilization over fading channels Elia, Nicola Systems & Control Letters, Vol. 54, Issue 3 https://doi.org/10.1016/j.sysconle.2004.08.009	journal	March 2005
On connectivity, observability, and stability in distributed estimation Khan, Usman A.; Kar, Soummya; Jadbabaie, Ali 2010 49th IEEE Conference on Decision and Control (CDC) https://doi.org/10.1109/CDC.2010.5717479	conference	December 2010
Distributed robust estimation over randomly switching networks using consensus Ugrinovskii, V. Automatica, Vol. 49, Issue 1 https://doi.org/10.1016/j.automatica.2012.09.010	journal	January 2013
Design of Distributed LTI Observers for State Omniscience Park, Shinkyu; Martins, Nuno C. IEEE Transactions on Automatic Control, Vol. 62, Issue 2 https://doi.org/10.1109/TAC.2016.2560766	journal	February 2017
A Simple Approach to Distributed Observer Design for Linear Systems Han, Weixin; Trentelman, Harry L.; Wang, Zhenhua IEEE Transactions on Automatic Control, Vol. 64, Issue 1 https://doi.org/10.1109/TAC.2018.2828103	journal	January 2019
Observability of linear systems under adversarial attacks Chong, Michelle S.; Wakaiki, Masashi; Hespanha, Joao P. 2015 American Control Conference (ACC) https://doi.org/10.1109/ACC.2015.7171098	conference	July 2015
Detection of biasing attacks on distributed estimation networks Deghat, Mohammad; Ugrinovskii, Valery; Shames, Iman 2016 IEEE 55th Conference on Decision and Control (CDC) https://doi.org/10.1109/CDC.2016.7798579	conference	December 2016
Routing Protocols for Wireless Multimedia Sensor Network: A Survey Abazeed, Mohammed; Faisal, Norshiela; Zubair, Suleiman Journal of Sensors, Vol. 2013 https://doi.org/10.1155/2013/469824	journal	January 2013
Resilient Flocking for Mobile Robot Teams Saulnier, Kelsey; Saldana, David; Prorok, Amanda IEEE Robotics and Automation Letters, Vol. 2, Issue 2 https://doi.org/10.1109/LRA.2017.2655142	journal	April 2017
Consensus-based linear distributed filtering Matei, Ion; Baras, John S. Automatica, Vol. 48, Issue 8 https://doi.org/10.1016/j.automatica.2012.05.042	journal	August 2012
Distributing the Kalman Filter for Large-Scale Systems Khan, U. A.; Moura, J. M. F. IEEE Transactions on Signal Processing, Vol. 56, Issue 10 https://doi.org/10.1109/TSP.2008.927480	journal	October 2008
Resilient Asymptotic Consensus in Robust Networks LeBlanc, Heath J.; Zhang, Haotian; Koutsoukos, Xenofon IEEE Journal on Selected Areas in Communications, Vol. 31, Issue 4 https://doi.org/10.1109/JSAC.2013.130413	journal	April 2013
Reaching approximate agreement in the presence of faults Dolev, Danny; Lynch, Nancy A.; Pinter, Shlomit S. Journal of the ACM, Vol. 33, Issue 3 https://doi.org/10.1145/5925.5931	journal	May 1986
Modeling the Lanchester Laws with System Dynamics Artelli, Michael J.; Deckro, Richard F. The Journal of Defense Modeling and Simulation: Applications, Methodology, Technology, Vol. 5, Issue 1 https://doi.org/10.1177/154851290800500101	journal	January 2008
A Notion of Robustness in Complex Networks Zhang, Haotian; Fata, Elaheh; Sundaram, Shreyas IEEE Transactions on Control of Network Systems, Vol. 2, Issue 3 https://doi.org/10.1109/TCNS.2015.2413551	journal	September 2015
r-Robustness and (r, s)-robustness of circulant graphs Usevitch, James; Panagou, Dimitra 2017 IEEE 56th Annual Conference on Decision and Control (CDC) https://doi.org/10.1109/CDC.2017.8264310	conference	December 2017
Airborne traffic surveillance systems: video surveillance of highway traffic Srinivasan, Suman; Latchman, Haniph; Shea, John Proceedings of the ACM 2nd international workshop on Video surveillance & sensor networks - VSSN '04 https://doi.org/10.1145/1026799.1026821	conference	January 2004
A design method for distributed luenberger observers Rego, Francisco F. C.; Aguiar, A. Pedro; Pascoal, Antonio M. 2017 IEEE 56th Annual Conference on Decision and Control (CDC) https://doi.org/10.1109/CDC.2017.8264153	conference	December 2017
Distributed consensus-based Kalman filtering considering subspace decomposition del Nozal, A. R.; Orihuela, L.; Milláan, P. IFAC-PapersOnLine, Vol. 50, Issue 1 https://doi.org/10.1016/j.ifacol.2017.08.443	journal	July 2017
Distributed and Collaborative Estimation over Wireless Sensor Networks Speranzon, Alberto; Fischione, Carlo; Johansson, Karl Henrik Proceedings of the 45th IEEE Conference on Decision and Control https://doi.org/10.1109/CDC.2006.377101	conference	December 2006
Resilient Leader-Follower Consensus to Arbitrary Reference Values Usevitch, James; Panagou, Dimitra 2018 Annual American Control Conference (ACC) https://doi.org/10.23919/ACC.2018.8431573	conference	June 2018
Multi-Agent Coordination by Decentralized Estimation and Control Yang, Peng; Freeman, Randy A.; Lynch, Kevin M. IEEE Transactions on Automatic Control, Vol. 53, Issue 11 https://doi.org/10.1109/TAC.2008.2006925	journal	December 2008
Collaborative scalar-gain estimators for potentially unstable social dynamics with limited communication Khan, Usman A.; Jadbabaie, Ali Automatica, Vol. 50, Issue 7 https://doi.org/10.1016/j.automatica.2014.05.008	journal	July 2014
Resilient consensus of second-order agent networks: Asynchronous update rules with delays Dibaji, Seyed Mehran; Ishii, Hideaki Automatica, Vol. 81 https://doi.org/10.1016/j.automatica.2017.03.008	journal	July 2017
Submodularity and greedy algorithms in sensor scheduling for linear dynamical systems Jawaid, Syed Talha; Smith, Stephen L. Automatica, Vol. 61 https://doi.org/10.1016/j.automatica.2015.08.022	journal	November 2015
Small Teleoperated Robot for Nuclear Radiation and Chemical Leak Detection Qian, Kui; Song, Aiguo; Bao, Jiatong International Journal of Advanced Robotic Systems, Vol. 9, Issue 3 https://doi.org/10.5772/50720	journal	January 2012
An approach for distributed state estimation of LTI systems Mitra, Aritra; Sundaram, Shreyas 2016 54th Annual Allerton Conference on Communication, Control, and Computing (Allerton) https://doi.org/10.1109/ALLERTON.2016.7852356	conference	September 2016
Distributed Observers for LTI Systems Mitra, Aritra; Sundaram, Shreyas IEEE Transactions on Automatic Control, Vol. 63, Issue 11 https://doi.org/10.1109/TAC.2018.2798998	journal	November 2018
Consensus Computation in Unreliable Networks: A System Theoretic Approach Pasqualetti, F.; Bicchi, A.; Bullo, F. IEEE Transactions on Automatic Control, Vol. 57, Issue 1 https://doi.org/10.1109/TAC.2011.2158130	journal	January 2012
Persistent Robotic Tasks: Monitoring and Sweeping in Changing Environments Smith, Stephen L.; Schwager, Mac; Rus, Daniela IEEE Transactions on Robotics, Vol. 28, Issue 2 https://doi.org/10.1109/TRO.2011.2174493	journal	April 2012
Formation of Robust Multi-Agent Networks through Self-Organizing Random Regular Graphs Yazicioglu, A. Yasin; Egerstedt, Magnus; Shamma, Jeff S. IEEE Transactions on Network Science and Engineering, Vol. 2, Issue 4 https://doi.org/10.1109/TNSE.2015.2503983	journal	October 2015
Secure Distributed State Estimation of an LTI System Over Time-Varying Networks and Analog Erasure Channels Mitra, Aritra; Sundaram, Shreyas 2018 Annual American Control Conference (ACC) https://doi.org/10.23919/ACC.2018.8431060	conference	June 2018
Distributed Interpolation Schemes for Field Estimation by Mobile Sensor Networks Martinez, Sonia IEEE Transactions on Control Systems Technology, Vol. 18, Issue 2 https://doi.org/10.1109/TCST.2009.2017028	journal	March 2010
Situational Awareness for Dynamical Network Processes Using Incidental Measurements Roy, Sandip; Dhal, Rahul IEEE Journal of Selected Topics in Signal Processing, Vol. 9, Issue 2 https://doi.org/10.1109/JSTSP.2014.2386287	journal	March 2015
Resilient consensus for time-varying networks of dynamic agents Saldana, David; Prorok, Amanda; Sundaram, Shreyas 2017 American Control Conference (ACC) https://doi.org/10.23919/ACC.2017.7962962	conference	May 2017
Formations for Resilient Robot Teams Guerrero-Bonilla, Luis; Prorok, Amanda; Kumar, Vijay IEEE Robotics and Automation Letters, Vol. 2, Issue 2 https://doi.org/10.1109/LRA.2017.2654550	journal	April 2017
Distributed consensus-based estimation considering network induced delays and dropouts Millán, Pablo; Orihuela, Luis; Vivas, Carlos Automatica, Vol. 48, Issue 10 https://doi.org/10.1016/j.automatica.2012.06.093	journal	October 2012
Secure distributed estimation in cyber-physical systems Khan, Usman A.; Stankovic, Aleksandar M. ICASSP 2013 - 2013 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP) https://doi.org/10.1109/ICASSP.2013.6638656	conference	May 2013
Fault-Tolerant Rendezvous of Multirobot Systems Park, Hyongju; Hutchinson, Seth A. IEEE Transactions on Robotics, Vol. 33, Issue 3 https://doi.org/10.1109/TRO.2017.2658604	journal	June 2017
Consensus-based distributed optimization with malicious nodes Sundaram, Shreyas; Gharesifard, Bahman 2015 53rd Annual Allerton Conference on Communication, Control and Computing (Allerton), 2015 53rd Annual Allerton Conference on Communication, Control, and Computing (Allerton) https://doi.org/10.1109/ALLERTON.2015.7447011	conference	September 2015
On efficient sensor scheduling for linear dynamical systems Vitus, Michael P.; Zhang, Wei; Abate, Alessandro Automatica, Vol. 48, Issue 10 https://doi.org/10.1016/j.automatica.2012.06.092	journal	October 2012
Decentralized Environmental Modeling by Mobile Sensor Networks Lynch, Kevin M.; Schwartz, Ira B.; Yang, Peng IEEE Transactions on Robotics, Vol. 24, Issue 3 https://doi.org/10.1109/TRO.2008.921567	journal	June 2008
Resilient Distributed Estimation Through Adversary Detection Chen, Yuan; Kar, Soummya; Moura, Jose M. F. IEEE Transactions on Signal Processing, Vol. 66, Issue 9 https://doi.org/10.1109/TSP.2018.2813330	journal	May 2018
Byzantine-resilient distributed observers for LTI systems Mitra, Aritra; Sundaram, Shreyas Automatica, Vol. 108 https://doi.org/10.1016/j.automatica.2019.06.039	journal	October 2019
A distributed observer for a time-invariant linear system Wang, L.; Morse, A. S. 2017 American Control Conference (ACC) https://doi.org/10.23919/acc.2017.7963249	conference	May 2017
Consensus Computation in Unreliable Networks: A System Theoretic Approach Pasqualetti, Fabio; Bicchi, Antonio; Bullo, Francesco arXiv https://doi.org/10.48550/arxiv.1007.2738	preprint	January 2010
Iterative Approximate Byzantine Consensus in Arbitrary Directed Graphs Vaidya, Nitin; Tseng, Lewis; Liang, Guanfeng arXiv https://doi.org/10.48550/arxiv.1201.4183	preprint	January 2012
Persistent Monitoring in Discrete Environments: Minimizing the Maximum Weighted Latency Between Observations Alamdari, Soroush; Fata, Elaheh; Smith, Stephen L. arXiv https://doi.org/10.48550/arxiv.1202.5619	preprint	January 2012
Broadcast Using Certified Propagation Algorithm in Presence of Byzantine Faults Tseng, Lewis; Vaidya, Nitin; Bhandari, Vartika arXiv https://doi.org/10.48550/arxiv.1209.4620	preprint	January 2012
Formation of Robust Multi-Agent Networks Through Self-Organizing Random Regular Graphs Yazicioglu, A. Yasin; Egerstedt, Magnus; Shamma, Jeff S. arXiv https://doi.org/10.48550/arxiv.1503.08131	text	January 2015
Distributed Observers for LTI Systems Mitra, Aritra; Sundaram, Shreyas arXiv https://doi.org/10.48550/arxiv.1608.01429	preprint	January 2016
A Distributed Observer for a Time-Invariant Linear System Wang, L.; Morse, A. S. arXiv https://doi.org/10.48550/arxiv.1609.05800	text	January 2016
Resilient Distributed Estimation Through Adversary Detection Chen, Yuan; Kar, Soummya; Moura, José M. F. arXiv https://doi.org/10.48550/arxiv.1701.00878	text	January 2017
Resilient Consensus of Second-Order Agent Networks: Asynchronous Update Rules with Delays Dibaji, Seyed Mehran; Ishii, Hideaki arXiv https://doi.org/10.48550/arxiv.1701.03430	preprint	January 2017
A Hybrid Observer for a Distributed Linear System with a Changing Neighbor Graph Wang, L.; Morse, A. S.; Fullmer, D. arXiv https://doi.org/10.48550/arxiv.1706.04235	preprint	January 2017
Byzantine-Resilient Distributed Observers for LTI Systems Mitra, Aritra; Sundaram, Shreyas arXiv https://doi.org/10.48550/arxiv.1802.09651	preprint	January 2018
Resilient Leader-Follower Consensus to Arbitrary Reference Values Usevitch, James; Panagou, Dimitra arXiv https://doi.org/10.48550/arxiv.1802.09654	preprint	January 2018

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