Stochastic Control and Filtering over Constrained Communication Networks
Buch in deiner Nähe kaufen
Beschreibung
Stochastic Control and Filtering over Constrained Communication Networks presents up-to-date research developments and novel methodologies on stochastic control and filtering for networked systems under constrained communication networks. It provides a framework of optimal controller/filter design, resilient filter design, stability and performance analysis for the systems considered, subject to various kinds of communication constraints, including signal-to-noise constraints, bandwidth constraints, and packet drops. Several techniques are employed to develop the controllers and filters desired, including:
- recursive Riccati equations;
- matrix decomposition;
- optimal estimation theory; and
- mathematical optimization methods.
Stochastic Control and Filtering over Constrained Communication Networks presents up-to-date research developments and novel methodologies on stochastic control and filtering for networked systems under constrained communication networks. It provides a framework of optimal controller/filter design, resilient filter design, stability and performance analysis for the systems considered, subject to various kinds of communication constraints, including signal-to-noise constraints, bandwidth constraints, and packet drops. Several techniques are employed to develop the controllers and filters desired, including:
- recursive Riccati equations;
- matrix decomposition;
- optimal estimation theory; and
- mathematical optimization methods.
Provides cutting-edge research results of modelling, estimation and control of networked systems with constrainted networks Presents motivated simulation examples to reflect the engineering practice and demonstrate the main focus of the developed control/filtering approaches Covers the issues of constrained resources, including communication rate constraints, signal-to-noise constraints and channel fading
Autor*in
Qinyuan Liu
Themen in »Stochastic Control and Filtering over Constrained Communication Networks«
Estimation and Filtering Networked Control Constrained Communication Network Distributed Estimation Wireless Sensor Network Stochastic Filtering
Stimmen zu »Stochastic Control and Filtering over Constrained Communication Networks«
“This book is a research monograph, the authors make it be readable for graduate students of control theory. One only need some basic knowledge of stochastic process and control system theory to read it. I believe both beginners and experts can benefit from reading this book.” (Lu Qi, zbMATH 1428.93003, 2020)
()