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Researcher
Panos Patrinos
- Disciplines:Applied mathematics in specific fields, Computer architecture and networks, Information sciences, Information systems, Programming languages, Scientific computing, Theoretical computer science, Visual computing, Other information and computing sciences, Control systems, robotics and automation, Modelling, Design theories and methods, Mechatronics and robotics, Biological system engineering, Computer theory, Signal processing
Affiliations
- Dynamical Systems, Signal Processing and Data Analytics (STADIUS) (Division)
Member
From1 Aug 2020 → Today - ESAT - STADIUS, Stadius Centre for Dynamical Systems, Signal Processing and Data Analytics (Division)
Member
From1 Sep 2015 → 31 Jul 2020
Projects
21 - 30 of 35
- Game-theoretic approaches and algorithms for interacting dynamical systemsFrom5 Oct 2020 → TodayFunding: FWO fellowships
- Learning to optimize nonconvex problems: provably and efficientlyFrom1 Jan 2020 → 31 Dec 2023Funding: FWO research project (including WEAVE projects)
- Optimization Frameworks for Deep Kernel MachinesFrom9 Sep 2019 → 21 Dec 2023Funding: Own budget, for example: patrimony, inscription fees, gifts
- Provable Safe Learning-based Control of Uncertain SystemsFrom1 Sep 2019 → 31 Oct 2023Funding: FWO fellowships
- Optimization frameworks for deep kernel machinesFrom1 Oct 2018 → 30 Sep 2022Funding: BOF - Concerted Research Project from 1994
- Distributionally Robust Model Predictive Control for Safety-Critical Systems: with Applications in Autonomous DrivingFrom9 Aug 2018 → 10 Nov 2023Funding: Own budget, for example: patrimony, inscription fees, gifts
- Structured low-rank matrix / tensor approximation: numerical optimization-based algorithms and applicationsFrom1 Jan 2018 → 31 Dec 2021Funding: FWO EOS
- Risk-averse Control and Dynamic Optimization: Bridging the Gap Between Robust and Stochastic ControlFrom1 Jan 2018 → 31 Dec 2021Funding: FWO research project (including WEAVE projects)
- SuperMann Meets Proximal Envelopes: From Embedded to Big Data OptimizationFrom1 Jan 2018 → 31 Dec 2021Funding: FWO research project (including WEAVE projects)
- Penalty and Augmented Lagrangian Methods for Model Predictive ControlFrom1 Oct 2017 → 6 Jul 2021Funding: Own budget, for example: patrimony, inscription fees, gifts
Publications
1 - 10 of 99
- Smoothing unadjusted Langevin algorithms for nonsmooth composite potential functions(2024)
Authors: Susan Ghaderi, Panos Patrinos, Yves Moreau
Pages: 128 - 377 - Deep kernel principal component analysis for multi-level feature learning(2024)
Authors: Panos Patrinos, Johan Suykens
Pages: 578 - 595 - Federated learning under a digital communication model(2024)
Authors: Panos Patrinos, Marc Moonen
Pages: 312 - 320 - Optimization Frameworks for Deep Kernel Machines(2023)
Authors: Francesco Tonin, Johan Suykens, Panos Patrinos
- Provably stable learning control of linear dynamics with multiplicative noise(2023)
Authors: Panos Patrinos
- Distributionally Robust Model Predictive Control for Safety-Critical Systems: with Applications in Autonomous Driving(2023)
Authors: Mathijs Schuurmans, Panos Patrinos
- The “Eagle” Approach To Train Electrical Engineers With Collaborative Problem-Solving Skills(2023)
Authors: Merijn Van Deyck, Martijn Deckers, Abdul Saboor, Pouya Mehrjouseresht, Zhenda Zhang, Arne Symons, Alexander Bodard, Marian Verhelst, Alexander Bertrand, Ruth Vazquez Sabariego, et al.
Number of pages: 14 - Model-free decentralized training for deep learning based resource allocation in communication networks(2023)
Authors: Panos Patrinos, Marc Moonen
Pages: 1494 - 1498 - Gauss-Newton meets PANOC: A fast and globally convergent algorithm for nonlinear optimal control(2023)
Authors: Pieter Pas, Andreas Themelis, Panos Patrinos
Pages: 4852 - 4857 - SPOCK : A proximal method for multistage risk-averse optimal control problems(2023)
Authors: Alexander Bodard, Mathijs Schuurmans, Panos Patrinos
Pages: 1944 - 1954