Nonlinear Control and Filtering for Stochastic Networked Systems

Science & Math

Ma, Lifeng

Mathematics

CRC-Press

In this book, the stability analysis and estimator design problems are discussed for delayed discrete-time memristive neural networks. In each chapter, the analysis problems are firstly considered, where the stability, synchronization and other performances (e.g., robustness, disturbances attenuation level) are investigated within a unified theoretical framework. In this stage, some novel notions are put forward to reflect the engineering practice. Then, the estimator design issues are discussed where sufficient conditions are derived to ensure the existence of the desired estimators with guaranteed performances. Finally, the theories and techniques developed in previous parts are applied to deal with some issues in several emerging research areas. The book <ul> <li>Unifies existing and emerging concepts concerning delayed discrete memristive neural networks with an emphasis on a variety of network-induced phenomena</li> <li>Captures recent advances of theories, techniques, and applications of delayed discrete memristive neural networks from a network-oriented perspective</li> <li>Provides a series of latest results in two popular yet interrelated areas, stability analysis and state estimation of neural networks</li> <li>Exploits a unified framework for analysis and synthesis by designing new tools and techniques in combination with conventional theories of systems science, control engineering and signal processing</li> <li>Gives simulation examples in each chapter to reflect the engineering practice</li> </ul>

Stability Analysis and State Estimation of Memristive Neural Networks

Engineering & Transportation

Wang, Zidong

Liu, Hongjian

Engineering

Unifies existing and emerging concepts concerning multi-objective control and stochastic control with engineering-oriented phenomena Establishes a unified theoretical framework for control and filtering problems for a class of discrete-time nonlinear stochastic systems with consideration to performance Includes case studies of several nonlinear stochastic systems Investigates the phenomena of incomplete information, including missing/degraded measurements, actuator failures and sensor saturations Considers both time-invariant systems and time-varying systems Exploits newly developed techniques to handle the emerging mathematical and computational challenges

Variance-Constrained Multi-Objective Stochastic Control and Filtering (Wiley Series in Dynamics and Control of Electromechanical Systems)

Bo, Yuming

wiley

In this book, control and filtering problems for several classes of stochastic networked systems are discussed. In each chapter, the stability, robustness, reliability, consensus performance, and/or disturbance attenuation levels are investigated within a unified theoretical framework. The aim is to derive the sufficient conditions such that the resulting systems achieve the prescribed design requirements despite all the network-induced phenomena. Further, novel notions such as randomly occurring sensor failures and consensus in probability are discussed. Finally, the theories/techniques developed are applied to emerging research areas. Key Features <ul>
<li>Unifies existing and emerging concepts concerning stochastic control/filtering and distributed control/filtering with an emphasis on a variety of network-induced complexities</li> <li>Includes concepts like randomly occurring sensor failures and consensus in probability (with respect to time-varying stochastic multi-agent systems)</li> <li>Exploits the recursive linear matrix inequality approach, completing the square method, Hamilton-Jacobi inequality approach, and parameter-dependent matrix inequality approach to handle the emerging mathematical/computational challenges</li> <li>Captures recent advances of theories, techniques, and applications of stochastic control as well as filtering from an engineering-oriented perspective</li> <li>Gives simulation examples in each chapter to reflect the engineering practice</li> </ul>

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