574 citations · 1.6k across the 23 of their papers we have counts for
4 papers · 1 filter
Randomized and robust methods for uncertain systems using R-RoMulOC, with applications to DEMETER satellite benchmark
Mohammadreza Chamanbaz, Fabrizio Dabbene, Dimitri Peaucelle +2
R-RoMulOC is a freely distributed toolbox which aims at making easily available to the users different optimization-based methods for dealing with uncertain systems. It implements…
Sampling methods for multistage robust convex optimization problems
Francesca Maggioni, Marida Bertocchi, Fabrizio Dabbene +1
In this paper, probabilistic guarantees for constraint sampling of multistage robust convex optimization problems are derived. The dynamic nature of these problems is tackled via t…
An Improved Constraint-Tightening Approach for Stochastic MPC
Matthias Lorenzen, Frank Allgöwer, Fabrizio Dabbene +1
The problem of achieving a good trade-off in Stochastic Model Predictive Control between the competing goals of improving the average performance and reducing conservativeness, whi…
A Statistical Learning Theory Approach for Uncertain Linear and Bilinear Matrix Inequalities
Mohammadreza Chamanbaz, Fabrizio Dabbene, Roberto Tempo +2
In this paper, we consider the problem of minimizing a linear functional subject to uncertain linear and bilinear matrix inequalities, which depend in a possibly nonlinear way on a…