Title :
Stochastic Stabilization of Partially Observed and Multi-Sensor Systems Driven by Unbounded Noise Under Fixed-Rate Information Constraints
Author :
Johnston, Andrew P. ; Yuksel, Serdar
Author_Institution :
Dept. of Math. & Stat., Queen´s Univ., Kingston, ON, Canada
Abstract :
We investigate the stabilization of unstable multidimensional partially observed single-sensor and multi-sensor (single-controller) discrete-time linear systems driven by unbounded noise and controlled over discrete noiseless channels. Stability is achieved under fixed-rate communication requirements that are asymptotically tight in the limit of large sampling periods. Through the use of similarity transforms, sampling and random-time drift conditions we obtain a coding and control policy leading to the existence of a unique invariant distribution and finite second moment for the sampled state. We obtain tight necessary and sufficient conditions for the general multi-sensor case under an assumption related to the Jordan form structure of such systems. In the absence of this assumption, we give sufficient conditions for stabilization.
Keywords :
discrete time systems; linear systems; multidimensional systems; random processes; sampling methods; sensor fusion; stability; stochastic systems; Jordan form structure; coding policy; control policy; discrete noiseless channels; fixed-rate communication; fixed-rate information constraints; invariant distribution; multisensor discrete-time linear systems; multisensor systems; necessary and sufficient conditions; partially observed systems; random-time drift conditions; sampling periods; similarity transforms; single-controller discrete-time linear systems; stochastic stabilization; unbounded noise; unite second moment; unstable multidimensional partially observed single-sensor systems; Eigenvalues and eigenfunctions; Encoding; Markov processes; Noise; Sensor systems; Vectors; Networked control systems; quantization; stability; stochastic systems;
Journal_Title :
Automatic Control, IEEE Transactions on
DOI :
10.1109/TAC.2013.2279912