Search Results for author: Mateus V. Gasparino

Found 3 papers, 0 papers with code

Unmatched uncertainty mitigation through neural network supported model predictive control

no code implementations22 Apr 2023 Mateus V. Gasparino, Prabhat K. Mishra, Girish Chowdhary

We utilize a deep neural network (DNN) as an oracle in the underlying optimization problem of learning based MPC (LBMPC) to estimate unmatched uncertainties.

Model Predictive Control

Deep Model Predictive Control

no code implementations27 Feb 2023 Prabhat K. Mishra, Mateus V. Gasparino, Andres E. B. Velasquez, Girish Chowdhary

This paper presents a deep learning based model predictive control algorithm for control affine nonlinear discrete time systems with matched and bounded state-dependent uncertainties of unknown structure.

Model Predictive Control

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