Online Learning of Stabilizing Controllers Using Noisy Input-Output Data and Prior Knowledge

This paper presents online prior-knowledge-based data-driven approaches for verifying stability and learning a stabilizing dynamic controller for linear stochastic input-output systems. The system is modeled in an autoregressive exogenous (ARX) framework to accommodate cases where states are not ful...

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Bibliographic Details
Main Authors: Nariman Niknejad, Farnaz Adib Yaghmaie, Hamidreza Modares
Format: Article
Language:English
Published: IEEE 2025-01-01
Series:IEEE Open Journal of Control Systems
Subjects:
Online Access:https://ieeexplore.ieee.org/document/11005422/
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