Titlebook: Control and Optimization Methods for Complex System Resilience; Chao Zhai Book 2023 The Editor(s) (if applicable) and The Author(s), under

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,Robust Optimization Approach to?Uncertain Cascading Process, occur. This makes it challenging to achieve the effective power system protection against cascading blackouts. By incorporating uncertainties and stochastic factors of the cascades, a Markov chain model is developed in this chapter to predict the cascading failure paths of power systems. The transi

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,Reinforcement Learning Approach to?System Recovery,damaged power system to normal operation. In this chapter, a reinforcement learning (RL) approach is developed for the generator restoration in power system. Based on the proposed restoration approach, the Q-learning algorithm has a stronger trial-and-error ability and finds an optimal strategy to m

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,Summary and?Future Work,ds are outlined at each stage. Moreover, some promising research topics are discussed for future work in the field of complex system resilience from the perspective of control and optimization, which include the systematic and rigorous framework, data-driven control and optimization method, distribu

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Control and Optimization Methods for Complex System Resilience978-981-99-3053-1Series ISSN 2198-4182 Series E-ISSN 2198-4190

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https://doi.org/10.1007/978-981-99-3053-1Complex Systems; Cooperative Control; System Recovery; Security Assessment; Power System; System Protecti

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978-981-99-3055-5The Editor(s) (if applicable) and The Author(s), under exclusive license to Springer Nature Singapor

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https://doi.org/10.1007/978-3-658-24949-6ation or communication systems), social and economic organizations, and ecosystems. Undoubtedly, understanding and taming complex systems is of great significance to the advances of human society. Thus, it is crucial to develop a systematic control and optimization approach to enhancing the robustne

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https://doi.org/10.1007/978-3-658-24949-6al awareness errors of human operators. It remains a great challenge to systematically trace the source of cascading failures in power systems. In this chapter, we develop a mathematical model to describe the cascading outages of transmission lines in power networks. In particular, the direct curren