Can deep models help a robot to tune its controller? : A step closer to self-tuning model predictive controllers

Motivated by the difficulty roboticists experience while tuning model predictive controllers (MPCs), we present an automated weight set tuning framework in this work. The enticing feature of the proposed methodology is the active exploration approach that adopts the exploration– exploitation concept...

Full description

Bibliographic Details
Main Authors: Mehndiratta, Mohit, Camci, Efe, Kayacan, Erdal
Other Authors: School of Mechanical and Aerospace Engineering
Format: Journal Article
Language:English
Published: 2022
Subjects:
Online Access:https://hdl.handle.net/10356/153968