Back to Search Start Over

A data rate constrained observer for discrete nonlinear systems

Authors :
Voortman, Quentin
Pogromsky, Alexander Yu
Matveev, Alexey S.
Nijmeijer, Henk
Voortman, Quentin
Pogromsky, Alexander Yu
Matveev, Alexey S.
Nijmeijer, Henk
Source :
2018 IEEE Conference on Decision and Control, CDC 2018, p.3355-3360. Piscataway: Institute of Electrical and Electronics Engineers. [ISBN 978-1-5386-1396-2]
Publication Year :
2018

Abstract

In this paper, we develop a communication protocol for the observation of discrete time, possibly unstable, dynamical systems over communication channels with limited communication capacity. We develop an observer based on the upper box dimension for one-way communication channels that leads to a certain type of observability. This communication scheme preserves observability under communication losses which makes the communication scheme robust towards communication losses without feedback in the communication channel. Using Lyapunov-like techniques, we provide bounds on the minimum communication rate required to implement this observer. We also use the Lyapunov dimension to provide analytical upper bounds on the communication rate. We compute an analytical upper bound and an exact expression for the Lyapunov dimension of the smoothened Lozi map. This bound is then tested in simulations of the communication protocol for the observation problem of the smoothened Lozi map.

Details

Database :
OAIster
Journal :
2018 IEEE Conference on Decision and Control, CDC 2018, p.3355-3360. Piscataway: Institute of Electrical and Electronics Engineers. [ISBN 978-1-5386-1396-2]
Notes :
Voortman, Quentin
Publication Type :
Electronic Resource
Accession number :
edsoai.on1150882010
Document Type :
Electronic Resource