2 citations · 4 across the 5 of their papers we have counts for
3 papers · 1 filter
Computation-Aware Learning for Stable Control with Gaussian Process
Wenhan Cao, Alexandre Capone, Rishabh Yadav +2
In Gaussian Process (GP) dynamical model learning for robot control, particularly for systems constrained by computational resources like small quadrotors equipped with low-end pro…
Safe Online Dynamics Learning with Initially Unknown Models and Infeasible Safety Certificates
Alexandre Capone, Ryan Cosner, Aaron Ames +1
Safety-critical control tasks with high levels of uncertainty are becoming increasingly common. Typically, techniques that guarantee safety during learning and control utilize cons…
Online Constraint Tightening in Stochastic Model Predictive Control: A Regression Approach
Alexandre Capone, Tim Brüdigam, Sandra Hirche
Solving chance-constrained stochastic optimal control problems is a significant challenge in control. This is because no analytical solutions exist for up to a handful of special c…