Ferrari-Trecate, Giancarlo

1. Hamiltonian Deep Neural Networks Guaranteeing Non-vanishing Gradients by Design
   2021/05/27 by Clara Lucía Galimberti, Galimberti, Clara Lucía, Luca Furieri +5 · 4 citations
   Physics and Astronomy · Computer Science · Materials Science · #Model Reduction and Neural Networks #Machine Learning and ELM #Machine Learning in Materials Science
2. Data-driven Unknown-input Observers and State Estimation
   2021/05/20 by Turan, Mustafa Sahin, Ferrari-Trecate, Giancarlo · 3 citations
   #FOS: Electrical engineering #Systems and Control (eess.SY) #electronic engineering #information engineering
3. Plug-and-play voltage and frequency control of islanded microgrids with\n meshed topology
   2014/05/10 by Stefano Riverso, Fabio Sarzo, Riverso, Stefano +3 · 2 citations
   Engineering · #Microgrid Control and Optimization #Frequency Control in Power Systems #Optimal Power Flow Distribution
4. A Unified Passivity-Based Framework for Control of Modular Islanded AC Microgrids
   2021/04/06 by Strehle, Felix, Nahata, Pulkit, Malan, Albertus Johannes +2 · 2 citations
   #FOS: Electrical engineering #Systems and Control (eess.SY) #electronic engineering #information engineering
5. Distributed neural network control with dependability guarantees: a compositional port-Hamiltonian approach
   2021/12/16 by Furieri, Luca, Galimberti, Clara Lucía, Zakwan, Muhammad +1 · 3 citations
   #FOS: Computer and information sciences #FOS: Electrical engineering #Machine Learning (cs.LG) #Systems and Control (eess.SY) #electronic engineering #information engineering
6. Plug-and-play distributed state estimation for linear systems
   2013/09/08 by Stefano Riverso, Marcello Farina, Riverso, Stefano +5 · 1 citation
   Engineering · #Advanced Control Systems Optimization #Control Systems and Identification #FOS: Electrical engineering #FOS: Mathematics #Fault Detection and Control Systems #Optimization and Control (math.OC) #Systems and Control (eess.SY) #electronic engineering #information engineering
7. Unconstrained Parametrization of Dissipative and Contracting Neural Ordinary Differential Equations
   2023/04/06 by Martinelli, Daniele, Galimberti, Clara Lucía, Manchester, Ian R. +2 · 2 citations
   #FOS: Computer and information sciences #FOS: Electrical engineering #Machine Learning (cs.LG) #Systems and Control (eess.SY) #electronic engineering #information engineering
8. Homothetic tube model predictive control with multi-step predictors
   2023/09/12 by Danilo Saccani, Giancarlo Ferrari‐Trecate, Saccani, Danilo +5 · 2 citations
   Biochemistry, Genetics and Molecular Biology · Chemistry · Engineering · #Advanced Control Systems Optimization #Chemical Synthesis and Reactions #Eicosanoids and Hypertension Pharmacology #FOS: Electrical engineering #FOS: Mathematics #Optimization and Control (math.OC) #Systems and Control (eess.SY) #electronic engineering #information engineering
9. A decentralized scalable approach to voltage control of DC islanded microgrids
   2015/03/21 by Tucci, Michele, Riverso, Stefano, Vasquez, Juan C. +2 · 1 citation
   #FOS: Electrical engineering #Systems and Control (eess.SY) #electronic engineering #information engineering
10. A consensus-based secondary control layer for stable current sharing and voltage balancing in DC microgrids
    2016/03/11 by Tucci, Michele, Meng, Lexuan, Guerrero, Josep M. +1 · 1 citation
    #FOS: Electrical engineering #Systems and Control (eess.SY) #electronic engineering #information engineering
11. Neural System Level Synthesis: Learning over All Stabilizing Policies for Nonlinear Systems
    2022/03/22 by Luca Furieri, Clara Lucía Galimberti, Furieri, Luca +3 · 3 citations
    Computer Science · Engineering · #Adaptive Dynamic Programming Control #Advanced Control Systems Optimization #FOS: Computer and information sciences #FOS: Electrical engineering #Machine Learning (cs.LG) #Systems and Control (eess.SY) #electronic engineering #information engineering
12. Safe Control with Minimal Regret
    2022/03/01 by Martin, Andrea, Furieri, Luca, Dörfler, Florian +2 · 2 citations
    #FOS: Electrical engineering #Systems and Control (eess.SY) #electronic engineering #information engineering
13. On the Guarantees of Minimizing Regret in Receding Horizon
    2023/06/26 by Martin, Andrea, Furieri, Luca, Dörfler, Florian +2 · 3 citations
    #FOS: Electrical engineering #Systems and Control (eess.SY) #electronic engineering #information engineering
14. Consensus-Based Current Sharing and Voltage Balancing in DC Microgrids with Exponential Loads
    2020/07/17 by Nahata, Pulkit, Turan, Mustafa S., Ferrari-Trecate, Giancarlo · 1 citation
    #FOS: Electrical engineering #Systems and Control (eess.SY) #electronic engineering #information engineering
15. Regret Optimal Control for Uncertain Stochastic Systems
    2023/04/28 by Andrea E. Martin, Martin, Andrea, Luca Furieri +7 · 2 citations
    Decision Sciences · #Risk and Portfolio Optimization
16. Robust Classification using Contractive Hamiltonian Neural ODEs
    2022/03/22 by Zakwan, Muhammad, Xu, Liang, Ferrari-Trecate, Giancarlo · 2 citations
    #FOS: Computer and information sciences #Machine Learning (cs.LG)
17. Stable Linear Subspace Identification: A Machine Learning Approach
    2023/11/06 by Di Natale, Loris, Zakwan, Muhammad, Svetozarevic, Bratislav +3 · 1 citation
    #FOS: Computer and information sciences #FOS: Electrical engineering #Machine Learning (cs.LG) #Systems and Control (eess.SY) #electronic engineering #information engineering
18. SIMBa: System Identification Methods leveraging Backpropagation
    2023/11/23 by Loris Di Natale, Muhammad Zakwan, Di Natale, Loris +7 · 1 citation
    Computer Science · Engineering · #Blind Source Separation Techniques #Control Systems and Identification #FOS: Electrical engineering #Fault Detection and Control Systems #Systems and Control (eess.SY) #electronic engineering #information engineering
19. Neural Exponential Stabilization of Control-affine Nonlinear Systems
    2024/03/26 by Zakwan, Muhammad, Xu, Liang, Ferrari-Trecate, Giancarlo · 2 citations
    #FOS: Electrical engineering #Systems and Control (eess.SY) #electronic engineering #information engineering
20. Optimal distributed control with stability guarantees by training a network of neural closed-loop maps
    2024/04/03 by Danilo Saccani, Saccani, Danilo, Leonardo Massai +5 · 2 citations
    Computer Science · #FOS: Mathematics #Neural Networks and Applications #Optimization and Control (math.OC)
21. Parametrizations of All Stable Closed-loop Responses: From Theory to Neural Network Control Design
    2024/12/26 by Galimberti, Clara Lucía, Furieri, Luca, Ferrari-Trecate, Giancarlo · 3 citations
    #FOS: Electrical engineering #Systems and Control (eess.SY) #electronic engineering #information engineering
22. MAD: A Magnitude And Direction Policy Parametrization for Stability Constrained Reinforcement Learning
    2025/04/03 by Furieri, Luca, Shenoy, Sucheth, Saccani, Danilo +2 · 3 citations
    #FOS: Computer and information sciences #FOS: Electrical engineering #Machine Learning (cs.LG) #Systems and Control (eess.SY) #electronic engineering #information engineering
23. Data-driven Distributionally Robust Control Based on Sinkhorn Ambiguity Sets
    2025/03/26 by Cescon, Riccardo, Martin, Andrea, Ferrari-Trecate, Giancarlo · 2 citations
    #FOS: Electrical engineering #Systems and Control (eess.SY) #electronic engineering #information engineering
24. Neural Distributed Controllers with Port-Hamiltonian Structures
    2024/03/26 by Muhammad Zakwan, Zakwan, Muhammad, Giancarlo Ferrari‐Trecate +1 · 1 citation
    Engineering · #Control and Stability of Dynamical Systems #FOS: Electrical engineering #Systems and Control (eess.SY) #electronic engineering #information engineering