Search Results for author: Alessandro Saviolo

Found 4 papers, 3 papers with code

Active Learning of Discrete-Time Dynamics for Uncertainty-Aware Model Predictive Control

no code implementations23 Oct 2022 Alessandro Saviolo, Jonathan Frey, Abhishek Rathod, Moritz Diehl, Giuseppe Loianno

Model-based control requires an accurate model of the system dynamics for precisely and safely controlling the robot in complex and dynamic environments.

Active Learning Model Predictive Control +1

Physics-Inspired Temporal Learning of Quadrotor Dynamics for Accurate Model Predictive Trajectory Tracking

1 code implementation7 Jun 2022 Alessandro Saviolo, Guanrui Li, Giuseppe Loianno

In this paper, we present a novel Physics-Inspired Temporal Convolutional Network (PI-TCN) approach to learning quadrotor's system dynamics purely from robot experience.

Model Predictive Control

AutoTune: Controller Tuning for High-Speed Flight

1 code implementation19 Mar 2021 Antonio Loquercio, Alessandro Saviolo, Davide Scaramuzza

To answer the first question, we study the relationship between parameters and performance and find out that the faster the maneuver, the more sensitive a controller becomes to its parameters.

Vocal Bursts Intensity Prediction

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