4.5 Article

Stabilizing a System With an Unbounded Random Gain Using Only Finitely Many Bits

期刊

IEEE TRANSACTIONS ON INFORMATION THEORY
卷 67, 期 4, 页码 2554-2561

出版社

IEEE-INST ELECTRICAL ELECTRONICS ENGINEERS INC
DOI: 10.1109/TIT.2021.3053140

关键词

Control systems; communication channels; parameter uncertainty; informational bottlenecks

资金

  1. National Science Foundation (NSF) [CCF-1751356]
  2. Simons Institute for the Theory of Computing
  3. NSF [DMS-1900008]

向作者/读者索取更多资源

This study examines the stability of a linear control system with unbounded random system gain, where the controller must act based on a rate-limited observation of the state. A time-varying achievable strategy is provided to stabilize the system in a second-moment sense with fixed, finite R. The strategy involves different actions based on the state value and operates in normal and emergency modes.
We study the stabilization of a linear control system with an unbounded random system gain where the controller must act based on a rate-limited observation of the state. More precisely, we consider the system Xn+1 = A(n)X(n) + W-n - U-n, where the A(n)'s are drawn independently at random at each time n from a known distribution with unbounded support, and where the controller receives at most R bits about the system state at each time from an encoder. We provide a time-varying achievable strategy to stabilize the system in a second-moment sense with fixed, finite R. While our previous result provided a strategy to stabilize this system using a variable-rate code, this work provides an achievable strategy using a fixed-rate code. The strategy we employ to achieve this is time-varying and takes different actions depending on the value of the state. It proceeds in two modes: a normal mode (or zoom-in), where the realization of A(n) is typical, and an emergency mode (or zoom-out), where the realization of A(n) is exceptionally large. To analyze the performance of the scheme we construct an auxiliary sequence that bounds the state X-n, and then bound auxiliary sequence in both the zoom-in and zoom-out modes.

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