24 citations · 28 across the 4 of their papers we have counts for
4 papers
Nonlinear MPC design for incrementally ISS systems with application to GRU networks
Fabio Bonassi, Alessio La Bella, Marcello Farina +1
This brief addresses the design of a Nonlinear Model Predictive Control (NMPC) strategy for exponentially incremental Input-to-State Stable (ISS) systems. In particular, a novel fo…
Physics-informed Neural Network Modelling and Predictive Control of District Heating Systems
Laura Boca de Giuli, Alessio La Bella, Riccardo Scattolini
This paper addresses the data-based modelling and optimal control of District Heating Systems (DHSs). Physical models of such large-scale networked systems are governed by complex…
Deep Long-Short Term Memory networks: Stability properties and Experimental validation
Fabio Bonassi, Alessio La Bella, Giulio Panzani +2
The aim of this work is to investigate the use of Incrementally Input-to-State Stable (ISS) deep Long Short Term Memory networks (LSTMs) for the identification of nonlinear dyna…
An incremental input-to-state stability condition for a generic class of recurrent neural networks
William D'Amico, Alessio La Bella, Marcello Farina
This paper proposes a novel sufficient condition for the incremental input-to-state stability of a generic class of recurrent neural networks (RNNs). The established condition is c…