149 citations · 416 across the 31 of their papers we have counts for
6 papers · 1 filter
The Price of Distributional Robustness in Linear Quadratic Control
Andrea Martin, Giuseppe Belgioioso
Distributionally robust (DR) optimization seeks decisions that perform best under the most adverse law within a given ambiguity set, enabling the design of data-driven controllers…
Finite-sample guarantees for data-driven operator splitting methods via martingale inequalities
Andrea Martin, Filippo Fabiani, Giuseppe Belgioioso
Operator splitting methods are a fundamental class of algorithms for solving structured monotone inclusion problems arising in optimization, control, and game theory. We consider t…
Distributed Algorithm for Robust Wardrop Equilibrium in Uncertain Aggregative Congestion Games
Huan Peng, Guanpu Chen, Giuseppe Belgioioso +1
This paper considers a class of aggregative congestion games with uncertain coupling constraints, and devises a distributed algorithm to seek the robust generalized Wardrop equilib…
Adaptive Tuning of Online Feedback Optimization for Process Control Applications
Marta Zagorowska, Lukas Ortmann, Giuseppe Belgioioso +1
Online Feedback Optimization leverages properties of optimization algorithms to develop controllers for systems with limited model availability, which is often the case in process…
DR-DAQP: A Hybrid Operator Splitting and Active-Set Solver for Affine Variational Inequalities
Daniel Arnström, Emilio Benenati, Giuseppe Belgioioso
We present DR-DAQP, an open-source solver for strongly monotone affine variational inequalities (AVIs) that combines Douglas-Rachford operator splitting with an active-set accelera…
Learning to accelerate Krasnosel'skii-Mann fixed-point iterations with guarantees
Andrea Martin, Giuseppe Belgioioso
We introduce a principled learning to optimize (L2O) framework for solving fixed-point problems involving general nonexpansive mappings. Our idea is to deliberately inject summable…