Efficient implementation of Gaussian process–based predictive control by quadratic programming

Abstract The paper addresses the problem of accelerating predictive control of non‐linear system models augmented with Gaussian processes (GP‐MPC). Due to the non‐linear and stochastic prediction model, predictive control of GP‐based models requires to solve a stochastic optimization problem. Differ...

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Bibliographic Details
Main Authors: Péter Polcz, Tamás Péni, Roland Tóth
Format: Article
Language:English
Published: Wiley 2023-05-01
Series:IET Control Theory & Applications
Subjects:
Online Access:https://doi.org/10.1049/cth2.12430