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Recent Results in State Estimation of Dynamical Systems with Inputs under Bandwidth Constraints

Published: 11 April 2018 Publication History

Abstract

Finding the minimal bit rate needed for state estimation of a dynamical system is a fundamental problem in control theory. We present two notions of topological entropy, one to lower bound the bit rate needed to estimate the state of a nonlinear dynamical system, with unknown bounded inputs, up to a constant error ε. The other is to do the same but to estimate the state of a switched system with unknown switching signal up to an error that is bounded by ε for τ seconds after each switch and then decays exponentially at a rate of α till the next switch. Since computation of entropy is hard in general, we present upper bounds on both notions of entropy. Finally, we present preliminary results on the relation between the two notions. Note that most of the ideas presented in this abstract are from our papers [4] and [5].

References

[1]
Zhenqi Huang, Chuchu Fan, and Sayan Mitra. 2017. Bounded invariant verification for time-delayed nonlinear networked dynamical systems. Nonlinear Analysis: Hybrid Systems 23 (2017), 211--229.
[2]
Daniel Liberzon and Sayan Mitra. 2016. Entropy and minimal data rates for state estimation and model detections. In HSCC 2016. ACM, Vienna.
[3]
Daniel Liberzon and Sayan Mitra. 2017. Entropy and minimal bit rates for state estimation and model detection. In IEEE Transactions in Automatic Control. IEEE.
[4]
Hussein Sibai and Sayan Mitra. 2017. Optimal data rate for state estimation of switched nonlinear systems. Association for Computing Machinery, Inc, 71--80.
[5]
Hussein Sibai and Sayan Mitra. 2018. State Estimation of Dynamical Systems with Unknown Inputs: Entropy and Bit Rates. Association for Computing Machinery, Inc.

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Published In

cover image ACM Conferences
HSCC '18: Proceedings of the 21st International Conference on Hybrid Systems: Computation and Control (part of CPS Week)
April 2018
296 pages
ISBN:9781450356428
DOI:10.1145/3178126
Permission to make digital or hard copies of part or all of this work for personal or classroom use is granted without fee provided that copies are not made or distributed for profit or commercial advantage and that copies bear this notice and the full citation on the first page. Copyrights for third-party components of this work must be honored. For all other uses, contact the Owner/Author.

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Association for Computing Machinery

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Publication History

Published: 11 April 2018

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