Control and Optimization Methods for Complex System Resilience

Control and Optimization Methods for Complex System Resilience

von Chao Zhai

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Beschreibung

This book provides a systematic framework to enhance the ability of complex dynamical systems in risk identification, security assessment, system protection, and recovery with the assistance of advanced control and optimization technologies. By treating external disturbances as control inputs, optimal control approach is employed to identify disruptive disturbances, and online security assessment is conducted with Gaussian process and converse Lyapunov function. Model predictive approach and distributed optimization strategy are adopted to protect the complex system against critical contingencies. Moreover, the reinforcement learning method ensures the efficient restoration of complex systems from severe disruptions. This book is meant to be read and studied by researchers and graduates. It offers unique insights and practical methodology into designing and analyzing complex dynamical systems for resilience elevation.

Produktdetails

ISBN 9789819930531
Verlag Springer Nature Singapore
Erscheinungsdatum 26.06.2023
Sprache Englisch

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