Reinforcement Learning for Optimal Feedback Control

Reinforcement Learning for Optimal Feedback Control

A Lyapunov-Based Approach

Walters, Patrick; Dixon, Warren; Rosenfeld, Joel; Kamalapurkar, Rushikesh

Springer International Publishing AG

05/2018

293

Dura

Inglês

9783319783833

15 a 20 dias

760


ebook

Descrição não disponível.
Chapter 1. Optimal control.- Chapter 2. Approximate dynamic programming.- Chapter 3. Excitation-based online approximate optimal control.- Chapter 4. Model-based reinforcement learning for approximate optimal control.- Chapter 5. Differential Graphical Games.- Chapter 6. Applications.- Chapter 7. Computational considerations.- Reference.- Index.
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Nonlinear Control;Lyapunov-based Control;Reinforcement Learning;Optimal Control;Dynamic Programming;Actor-Critic Methods;Real-time System Identification