NeurOpt: Neural network based optimization for building energy management and climate control.

Manfred Morari , Francesco Smarra , Alessandro D'Innocenzo , Achin Jain
Learning for Dynamics and Control 445 -454

26
2020
Learning affine predictors for MPC of nonlinear systems via artificial neural networks

Francesco Smarra , Alberto Bemporad , Alessandro D’Innocenzo , Daniele Masti
IFAC-PapersOnLine 53 ( 2) 5233 -5238

1
2020
Learning Markov Jump Affine Systems via Regression Trees for MPC

Francesco Smarra , Alessandro D’Innocenzo
IFAC-PapersOnLine 53 ( 2) 5252 -5257

1
2020
Data-driven model predictive control using random forests for building energy optimization and climate control

Francesco Smarra , Achin Jain , Tullio de Rubeis , Dario Ambrosini
Applied Energy 226 1252 -1272

233
2018
DR-Advisor: A data-driven demand response recommender system

Madhur Behl , Francesco Smarra , Rahul Mangharam
Applied Energy 170 30 -46

41
2016
A Hardware-in-the-Loop Framework for Urban Mobility Scenarios within the 5G Trial in L’Aquila

Elena Cinque , Francesco Valentini , Francesco Smarra , Fabio Franchi
ursi general assembly and scientific symposium

2020
Resilient stabilization of Multi-Hop Control Networks subject to malicious attacks

Alessandro D’Innocenzo , Francesco Smarra , Maria Domenica Di Benedetto
Automatica 71 ( 71) 1 -9

25
2016
Data-Driven Model Predictive Control with Regression Trees—An Application to Building Energy Management

Achin Jain , Francesco Smarra , Madhur Behl , Rahul Mangharam
ACM Transactions on Cyber-Physical Systems 2 ( 1) 4

58
2018
Learning Models for Seismic-Induced Vibrations Optimal Control in Structures via Random Forests

Francesco Smarra , Giovanni Domenico Di Girolamo , Vincenzo Gattulli , Fabio Graziosi
Journal of Optimization Theory and Applications 187 ( 3) 855 -874

13
2020
Data-driven switching modeling for MPC using Regression Trees and Random Forests

Francesco Smarra , Giovanni Domenico Di Girolamo , Vittorio De Iuliis , Achin Jain
Nonlinear Analysis: Hybrid Systems 36 100882

40
2020
An entropy-based sensor selection algorithm for structural damage detection

Jimmy Tjen , Francesco Smarra , Alessandro D'Innocenzo
conference on automation science and engineering 1566 -1571

2020
State of the art of cyber-physical systems security : An automatic control perspective

Yuriy Zacchia Lun , Alessandro D’Innocenzo , Francesco Smarra , Ivano Malavolta
Journal of Systems and Software 149 174 -216

157
2019
CADET: Control-Aware Dynamic Edge Computing for Real-Time Target Tracking in UAV Systems

Luis Felipe Florenzan Reyes , Francesco Smarra , Alessandro D’Innocenzo , Marco Levorato
ICASSP 2023-2023 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP) 1 -5

1
2023
Data-driven switched affine modeling for model predictive control

Francesco Smarra , Achin Jain , Rahul Mangharam , Alessandro D’Innocenzo
IFAC Conference on Analysis and Design of Hybrid Systems (ADHS)

39
2018
Efficient routing redundancy design over lossy networks

Francesco Smarra , Maria Domenica Di Benedetto , Alessandro D'Innocenzo
International Journal of Robust and Nonlinear Control 28 ( 6) 2574 -2597

3
2018
On the stability of switched arx models, with an application to learning via regression trees

Vittorio De Iuliis , Francesco Smarra , Costanzo Manes , Alessandro D’Innocenzo
IFAC-PapersOnLine 54 ( 5) 61 -66

9
2021
Stability analysis of switched ARX models and application to learning with guarantees

Vittorio De Iuliis , Francesco Smarra , Costanzo Manes , Alessandro D’Innocenzo
Nonlinear Analysis: Hybrid Systems 46 101250 -101250

7
2022
Learning methods for structural damage detection via entropy‐based sensors selection

Francesco Smarra , Jimmy Tjen , Alessandro D'Innocenzo
International Journal of Robust and Nonlinear Control 32 ( 10) 6035 -6067

13
2022
Assessing modal property variation in an historical retrofitted masonry building

Francesco Potenza , Vincenzo Gattulli , Francesco Smarra , Alessandro D’Innocenzo

A novel method for daylight harvesting optimization based on lighting simulation and data-driven optimal control

Tullio de Rubeis , Niko Gentile , Francesco Smarra , Alessandro D’Innocenzo
Proceedings of building simulation 2019: 16th conference of IBPSA 16 1036 -1043

8
2020