Abstract
This chapter describes some recent advances in modeling and stability analysis for stochastic hybrid systems from the viewpoint of applications to cyber-physical systems. As an illustration, it discusses synthesizing an algorithm for robust, global, almost sure synchronization of a large number of agents evolving on a circle under all-to-all communication. The robustness includes achieving near synchronization even in the presence of adversarial perturbations. This behavior is not something that is achieved via non-stochastic, non-hybrid almost global synchronization algorithms.
Research supported in part by NSF under grant ECCS-1232035 and AFOSR under grant AFOSR FA9550-12-1-0127.
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References
Baheti, R., Gill, H.: Cyber-physical systems. The Impact of Control Technology, pp. 161–166 (2011)
Boyd, S., Ghosh, A., Prabhakar, B., Shah, D.: Randomized gossip algorithms. IEEE Transactions on Information Theory 52(6), 2508–2530 (2006)
Bujorianu, M., Lygeros, J.: Toward a general theory of stochastic hybrid systems. In: Stochastic Hybrid Systems, pp. 3–30 (2006)
Cai, C., Goebel, R., Teel, A.R.: Smooth Lyapunov functions for hybrid systems part ii:(pre) asymptotically stable compact sets. IEEE Transactions on Automatic Control 53(3), 734–748 (2008)
Cardenas, A.A., Amin, S., Sastry, S.: Secure control: Towards survivable cyber-physical systems. In: 28th International Conference on Distributed Computing Systems Workshops, pp. 495–500. IEEE (2008)
Cassandras, C.G., Lygeros, J.: Stochastic hybrid systems, vol. 24. CRC (2006)
Davis, M.H.A.: Markov Models & Optimization, vol. 49. Chapman & Hall/CRC (1993)
Davis, M.H.A.: Piecewise-deterministic markov processes: A general class of non-diffusion stochastic models. Journal of the Royal Statistical Society. Series B (Methodological), 353–388 (1984)
Freeman, R.A., Nelson, T.R., Lynch, K.M.: A complete characterization of a class of robust linear average consensus protocols. In: Proc. American Control Conference, pp. 3198–3203 (2010)
Goebel, R., Sanfelice, R.G., Teel, A.R.: Hybrid dynamical systems. IEEE Control Systems 29(2), 28–93 (2009)
Goebel, R., Teel, A.R.: Solutions to hybrid inclusions via set and graphical convergence with stability theory applications. Automatica 42(4), 573–587 (2006)
Grammatico, S., Subbaraman, A., Teel, A.R.: Discrete-time stochastic control systems: a continuous Lyapunov function implies robustness to strictly causal perturbations. Automatica (submitted, 2013)
Hanson, F.B.: Applied stochastic processes and control for jump diffusions: modeling, analysis, and computation. Society for Industrial and Applied Mathematics (2007)
Henzinger, T.A.: The theory of hybrid automata. Springer (2000)
Hu, J., Lygeros, J., Sastry, S.: Towards a theory of stochastic hybrid systems. In: Hybrid Systems: Computation and Control, pp. 160–173 (2000)
Lakshmikantham, V., Bainov, D., Simeonov, P.S.: Theory of impulsive differential equations, vol. 6. World Scientific Publishing Company Incorporated (1989)
Pasqualetti, F., Dorfler, F., Bullo, F.: Cyber-physical attacks in power networks: Models, fundamental limitations and monitor design. In: Proc. 50th IEEE Conference on Decision and Control and European Control Conference, pp. 2195–2201 (2011)
Pasqualetti, F., Dorfler, F., Bullo, F.: Cyber-physical security via geometric control: Distributed monitoring and malicious attacks. In: Proc. 51st IEEE Conference on Decision and Control, pp. 3418–3425 (2012)
Poovendran, R.: Cyber–physical systems: Close encounters between two parallel worlds [point of view]. Proceedings of the IEEE 98(8), 1363–1366 (2010)
Rockafellar, R.T., Wets, R.J.B.: Variational Analysis. Springer, Berlin (1998)
Sanfelice, R.G., Goebel, R., Teel, A.R.: Invariance principles for hybrid systems with connections to detectability and asymptotic stability. IEEE Transactions on Automatic Control 52(12), 2282–2297 (2007)
Sanfelice, R.G., Teel, A.R.: On singular perturbations due to fast actuators in hybrid control systems. Automatica 47(4), 692–701 (2011)
Sarlette, A., Sepulchre, R.: Synchronization on the circle. arXiv preprint arXiv:0901.2408 (2009)
Sarlette, A., Tuna, S.E., Blondel, V., Sepulchre, R.: Global synchronization on the circle. In: Proc. 17th IFAC World Congress (2008)
Sepulchre, R.: Consensus on nonlinear spaces. Annual Reviews in Control 35(1), 56–64 (2011)
Subbaraman, A., Hartman, M., Teel, A.R.: A stochastic hybrid algorithm for robust global almost sure synchronization on the circle: all-to-all communication. In: Proc. IEEE Conference on Decision and Control (submitted, 2013)
Subbaraman, A., Teel, A.R.: A converse Lyapunov theorem for strong global recurrence. Automatica (2012) (submitted) username: guest, password: ABCD1234, http://www.ece.ucsb.edu/%7Eteel/submitted/converse2.pdf
Teel, A.R.: Lyapunov conditions certifying stability and recurrence for a class of stochastic hybrid systems. Annual Reviews in Control (2013), http://dx.doi.org/10.1016/j.arcontrol.2013.02.001
Teel, A.R., Hespanha, J.P., Subbaraman, A.: A converse theorem for global asymptotic stability in probability. IEEE Transactions on Automatic Control (2012) (submitted) username: guest, password: ABCD1234, http://www.ece.ucsb.edu/%7Eteel/submitted/converse1.pdf
Wang, W., Teel, A.R., Nešić, D.: Analysis for a class of singularly perturbed hybrid systems via averaging. Automatica 48(6), 1057–1068 (2012)
Yin, G., Zhu, C.: Hybrid switching diffusions: properties and applications, vol. 63. Springer (2009)
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Hartman, M., Subbaraman, A., Teel, A.R. (2013). Robust Global Almost Sure Synchronization on a Circle via Stochastic Hybrid Control. In: Tarraf, D. (eds) Control of Cyber-Physical Systems. Lecture Notes in Control and Information Sciences, vol 449. Springer, Heidelberg. https://doi.org/10.1007/978-3-319-01159-2_1
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DOI: https://doi.org/10.1007/978-3-319-01159-2_1
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