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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
11 - 20 of 99
- Extending Kernel PCA through Dualization: Sparsity, Robustness and Fast Algorithms(2023)
Authors: Francesco Tonin, Panos Patrinos, Johan Suykens
Number of pages: 15 - Anderson Accelerated Feasible Sequential Linear Programming(2023)
Authors: David Kiessling, Alejandro Astudillo Vigoya, Pieter Pas, Panos Patrinos, Jan Swevers
Pages: 7436 - 7441 - Safe, Learning-Based MPC for Highway Driving under Lane-Change Uncertainty: A Distributionally Robust Approach(2023)
Authors: Mathijs Schuurmans, Panos Patrinos
- Data-Driven Output Matching of Output-Generalized Bilinear and Linear Parameter-Varying systems(2023)
Authors: Leander Hemelhof, Panos Patrinos
Number of pages: 6 - A General Framework for Learning-Based Distributionally Robust MPC of Markov Jump Systems(2023)
Authors: Mathijs Schuurmans, Panos Patrinos
Pages: 2950 - 2965 - Solving stochastic weak Minty variational inequalities without increasing batch size(2023)
Authors: Puya Latafat, Panos Patrinos
Number of pages: 34 - Massively parallelizable proximal algorithms for large-scale stochastic optimal control problems(2023)
Authors: Panos Patrinos
- Dualities for Non-Euclidean Smoothness and Strong Convexity under the Light of Generalized Conjugacy(2023)
Authors: Emanuel Laude, Panos Patrinos
Pages: 2721 - 2749 - PANTR: A Proximal Algorithm With Trust-Region Updates for Nonconvex Constrained Optimization(2023)
Authors: Alexander Bodard, Pieter Pas, Panos Patrinos
Pages: 2389 - 2394 - Interaction-aware Model Predictive Control for Autonomous Driving(2023)
Authors: Renzi Wang, Mathijs Schuurmans, Panos Patrinos
Number of pages: 6