AC-RL: A Framework for Real-Time Control, Learning & Adaptation

This paper considers the problem of real-time control and learning in dynamic systems subjected to parametric uncertainties. A combination of Adaptive Control (AC) in the inner loop and a Reinforcement Learning (RL) based policy in the outer loop is proposed such that in real-time the inner-loop mod...

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Bibliographic Details
Main Author: Guha, Anubhav
Other Authors: Annaswamy, Anuradha
Format: Thesis
Published: Massachusetts Institute of Technology 2023
Online Access:https://hdl.handle.net/1721.1/147247