Output Feedback Reinforcement Learning Control for Linear Systems

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This monograph explores the analysis and design of model-free optimal control systems based on reinforcement learning (RL) theory, presenting new methods that overcome recent challenges faced by RL.  New developments in the design of sensor data efficient RL algorithms are demonstrated that not only reduce the requirement of sensors by means of output feedback, but also ensure optimality and stabi...
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This monograph explores the analysis and design of model-free optimal control systems based on reinforcement learning (RL) theory, presenting new methods that overcome recent challenges faced by RL.  New developments in the design of sensor data efficient RL algorithms are demonstrated that not only reduce the requirement of sensors by means of output feedback, but also ensure optimality and stabi...
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  • Formats: pdf
  • ISBN: 9783031158582
  • Publication Date: 29 Nov 2022
  • Publisher: Springer International Publishing
  • Product language: English
  • Drm Setting: DRM