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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
1 - 10 of 35
- Tipoflow: Time-parallel optimization of turbulent flows in wind energy applicationsFrom12 Feb 2024 → TodayFunding: HORIZON.2.4 - Digital, Industry and Space
- Highly efficient non-Euclidean optimization and MCMC methods for deep matrix completionFrom1 Oct 2023 → TodayFunding: FWO junior postdoctoral fellowship
- Topology Optimization of large-scale systems with many local constraintsFrom21 Sep 2023 → TodayFunding: BOF - doctoral mandates
- On real-time solutions for data-driven design, signal processing and control of noisy nonlinear systemsFrom26 Apr 2023 → TodayFunding: Own budget, for example: patrimony, inscription fees, gifts
- Stochastic energy forecasting and optimal risk-averse trading strategies on the energy marketFrom22 Dec 2022 → TodayFunding: Baekeland
- A dynamical systems approach to nonconvex optimizationFrom27 Oct 2022 → TodayFunding: Own budget, for example: patrimony, inscription fees, gifts
- Taming Nonconvexity in Structured Low-Rank OptimizationFrom1 Oct 2022 → TodayFunding: Own budget, for example: patrimony, inscription fees, gifts
- Scalable Lifting for Tight Convex Relaxations of Large-scale Nonconvex Structured OptimizationFrom1 Oct 2022 → 30 Sep 2023Funding: BOF - postdoctoral mandates
- Optimization algorithms for data-driven design, signal processing and control of noisy nonlinear systemsFrom15 Sep 2022 → TodayFunding: Own budget, for example: patrimony, inscription fees, gifts
- Taming Nonconvexity in Structured Low-Rank Optimization.From1 Jan 2022 → TodayFunding: FWO research project (including WEAVE projects)
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