Giancarlo Ferrari Trecate

Giancarlo Ferrari Trecate

École Polytechnique Fédérale de Lausanne

H-index: 45

Europe-Switzerland

About Giancarlo Ferrari Trecate

Giancarlo Ferrari Trecate, With an exceptional h-index of 45 and a recent h-index of 34 (since 2020), a distinguished researcher at École Polytechnique Fédérale de Lausanne, specializes in the field of Dependable control, distributed state estimation, machine learning, microgrids, hybrid systems.

His recent articles reflect a diverse array of research interests and contributions to the field:

A Coverage Control-Based Idle Vehicle Rebalancing Approach for Autonomous Mobility-on-Demand Systems

Moving horizon partition-based state estimation of large-scale systems--Revised version

Optimal distributed control with stability guarantees by training a network of neural closed-loop maps

Neural Distributed Controllers with Port-Hamiltonian Structures

Power Grid Parameter Estimation Without Phase Measurements: Theory and Empirical Validation

Neural Exponential Stabilization of Control-affine Nonlinear Systems

Personalized Federated Learning of Probabilistic Models: A PAC-Bayesian Approach

A PAC-Bayesian Framework for Optimal Control with Stability Guarantees

Giancarlo Ferrari Trecate Information

University

Position

Professor at (École polytechnique fédérale de Lausanne)

Citations(all)

10882

Citations(since 2020)

4073

Cited By

8528

hIndex(all)

45

hIndex(since 2020)

34

i10Index(all)

126

i10Index(since 2020)

68

Email

University Profile Page

École Polytechnique Fédérale de Lausanne

Google Scholar

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Giancarlo Ferrari Trecate Skills & Research Interests

Dependable control

distributed state estimation

machine learning

microgrids

hybrid systems

Top articles of Giancarlo Ferrari Trecate

Title

Journal

Author(s)

Publication Date

A Coverage Control-Based Idle Vehicle Rebalancing Approach for Autonomous Mobility-on-Demand Systems

IEEE Transactions on Control Systems Technology

Pengbo Zhu

Isik Ilber Sirmatel

Giancarlo Ferrari-Trecate

Nikolas Geroliminis

2024/3/19

Moving horizon partition-based state estimation of large-scale systems--Revised version

arXiv preprint arXiv:2401.17933

Marcello Farina

Giancarlo Ferrari-Trecate

Riccardo Scattolini

2024/1/31

Optimal distributed control with stability guarantees by training a network of neural closed-loop maps

arXiv preprint arXiv:2404.02820

Danilo Saccani

Leonardo Massai

Luca Furieri

Giancarlo Ferrari-Trecate

2024/4/3

Neural Distributed Controllers with Port-Hamiltonian Structures

arXiv preprint arXiv:2403.17785

Muhammad Zakwan

Giancarlo Ferrari-Trecate

2024/3/26

Power Grid Parameter Estimation Without Phase Measurements: Theory and Empirical Validation

arXiv preprint arXiv:2401.09989

Jean-Sébastien Brouillon

Keith Moffat

Florian Dörfler

Giancarlo Ferrari-trecate

2024/1/18

Neural Exponential Stabilization of Control-affine Nonlinear Systems

arXiv preprint arXiv:2403.17793

Muhammad Zakwan

Liang Xu

Giancarlo Ferrari-Trecate

2024/3/26

Personalized Federated Learning of Probabilistic Models: A PAC-Bayesian Approach

arXiv preprint arXiv:2401.08351

Mahrokh Ghoddousi Boroujeni

Andreas Krause

Giancarlo Ferrari Trecate

2024/1/16

A PAC-Bayesian Framework for Optimal Control with Stability Guarantees

arXiv preprint arXiv:2403.17790

Mahrokh Ghoddousi Boroujeni

Clara Lucía Galimberti

Andreas Krause

Giancarlo Ferrari-Trecate

2024/3/26

Stable Linear Subspace Identification: A Machine Learning Approach

arXiv preprint arXiv:2311.03197

Loris Di Natale

Muhammad Zakwan

Bratislav Svetozarevic

Philipp Heer

Giancarlo Ferrari Trecate

...

2023/11/6

Safe zeroth-order optimization using linear programs

Baiwei Guo

Yang Wang

Yuning Jiang

Maryam Kamgarpour

Giancarlo Ferrari-Trecate

2023/12/13

Regularization for distributionally robust state estimation and prediction

IEEE Control Systems Letters

Jean-Sébastien Brouillon

Florian Dörfler

Giancarlo Ferrari-Trecate

2023/6/20

Safe zeroth-order optimization using quadratic local approximations

arXiv preprint arXiv:2303.16659

Baiwei Guo

Yuning Jiang

Giancarlo Ferrari-Trecate

Maryam Kamgarpour

2023/3/29

Distributionally Robust Infinite-horizon Control: from a pool of samples to the design of dependable controllers

arXiv preprint arXiv:2312.07324

Jean-Sébastien Brouillon

Andrea Martin

John Lygeros

Florian Dörfler

Giancarlo Ferrari Trecate

2023/12/12

Closing the Gap to Quadratic Invariance: a Regret Minimization Approach to Optimal Distributed Control

arXiv preprint arXiv:2311.02068

Daniele Martinelli

Andrea Martin

Giancarlo Ferrari-Trecate

Luca Furieri

2023/11/3

Data-enabled predictive control for empty vehicle rebalancing

Pengbo Zhu

Giancarlo Ferrari-Trecate

Nikolas Geroliminis

2023/6/13

Hamiltonian deep neural networks guaranteeing nonvanishing gradients by design

IEEE Transactions on Automatic Control

Clara Lucía Galimberti

Luca Furieri

Liang Xu

Giancarlo Ferrari-Trecate

2023/1/24

SIMBa: System Identification Methods leveraging Backpropagation

arXiv preprint arXiv:2311.13889

Loris Di Natale

Muhammad Zakwan

Philipp Heer

Giancarlo Ferrari Trecate

Colin N Jones

2023/11/23

Data-Driven Robust Control Using Prediction Error Bounds Based on Perturbation Analysis

arXiv preprint arXiv:2308.14178

Baiwei Guo

Yuning Jiang

Colin N Jones

Giancarlo Ferrari-Trecate

2023/8/27

Safe zeroth-order convex optimization using quadratic local approximations

Baiwei Guo

Yuning Jiang

Maryam Kamgarpour

Giancarlo Ferrari-Trecate

2023/6/13

Minimal regret state estimation of time-varying systems

IFAC-PapersOnLine

Jean-Sébastien Brouillon

Florian Dörfler

Giancarlo Ferrari Trecate

2023/1/1

See List of Professors in Giancarlo Ferrari Trecate University(École Polytechnique Fédérale de Lausanne)

Co-Authors

H-index: 147
Josep M. Guerrero

Josep M. Guerrero

Aalborg Universitet

H-index: 137
Manfred Morari

Manfred Morari

University of Pennsylvania

H-index: 69
Magnus Egerstedt

Magnus Egerstedt

Georgia Institute of Technology

H-index: 64
Riccardo Rovatti

Riccardo Rovatti

Università degli Studi di Bologna

H-index: 57
De Nicolao Giuseppe

De Nicolao Giuseppe

Università degli Studi di Pavia

H-index: 52
Riccardo Scattolini

Riccardo Scattolini

Politecnico di Milano

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