7 citations · 7 across the 10 of their papers we have counts for
5 papers · 1 filter
Real-Time Single-Iteration Model Predictive Control for Wave Energy Converters
Simone Pirrera, Nicolas Faedo, Sophie M. Fosson +1
This paper proposes a novel real-time algorithm for controlling wave energy converters (WECs). We begin with the economic model predictive control (MPC) problem formulation and app…
A constrained optimization approach to nonlinear system identification through simulation error minimization
Vito Cerone, Sophie M. Fosson, Simone Pirrera +1
This paper introduces a novel approach to system identification for nonlinear input-output models that minimizes the simulation error and frames the problem as a constrained optimi…
Set-membership identification of continuous-time MIMO systems via Tustin discretization
Vito Cerone, Sophie M. Fosson, Simone Pirrera +1
In this paper, we deal with the identification of continuous-time systems from sampled data corrupted by unknown but bounded errors. A significant challenge in continuous-time iden…
Integral control of the proximal gradient method for unbiased sparse optimization
V. Cerone, S. M. Fosson, A. Re +1
Proximal gradient methods are popular in sparse optimization as they are straightforward to implement. Nevertheless, they achieve biased solutions, requiring many iterations to con…
Playing the Lottery With Concave Regularizers for Sparse Trainable Neural Networks
Giulia Fracastoro, Sophie M. Fosson, Andrea Migliorati +1
The design of sparse neural networks, i.e., of networks with a reduced number of parameters, has been attracting increasing research attention in the last few years. The use of spa…