Constantinos Siettos
- Learning black- and gray-box chemotactic PDEs/closures from agent based Monte Carlo simulation data
2022/05/26 by Seung‐Joon Lee, Lee, Seungjoon, Yorgos M. Psarellis +5 · 6 citations
Mathematics · Computer Science · Physics and Astronomy · #Mathematical Biology Tumor Growth #Gaussian Processes and Bayesian Inference #Model Reduction and Neural Networks
- Data-based analysis, modelling and forecasting of the COVID-19 outbreak
2020/03/31 by Cleo Anastassopoulou, Lucía Russo, Athanasios Tsakris +1 · 9 citations
Economics, Econometrics and Finance · Mathematics · Medicine · #COVID-19 Pandemic Impacts #COVID-19 epidemiological studies #SARS-CoV-2 and COVID-19 Research
- An Equation-Free Approach to Nonlinear Control: Coarse Feedback Linearization With Pole-Placement
2004/12/01 by C. I. Siettos, Constantinos Siettos, Ioannis G. Kevrekidis +6 · 1 citation
Engineering · Materials Science · Physics and Astronomy · #Block Copolymer Self-Assembly #Cellular Automata and Lattice Gases (nlin.CG) #FOS: Physical sciences #Phase Equilibria and Thermodynamics #Theoretical and Computational Physics #nlin.CG
- GoRINNs: Godunov-Riemann Informed Neural Networks for Learning Hyperbolic Conservation Laws
2024/10/29 by Dimitrios G. Patsatzis, Mario di Bernardo, Patsatzis, Dimitrios G. +5 · 4 citations
Computer Science · Engineering · Physics and Astronomy · #35L65 #65M08 #65M32 #68T07 #Computational Physics and Python Applications #Dynamical Systems (math.DS) #FOS: Computer and information sciences #FOS: Mathematics #Fluid Dynamics and Turbulent Flows #Machine Learning (cs.LG) #Model Reduction and Neural Networks #Numerical Analysis (math.NA)
- Microscopic/stochastic timesteppers and coarse control: a kinetic Monte Carlo example
2002/07/10 by C. I. Siettos, Constantinos Siettos, Siettos, C. I. +9 · 1 citation
Computer Science · Materials Science · Physics and Astronomy · #Advanced Mathematical Modeling in Engineering #Block Copolymer Self-Assembly #Cellular Automata and Lattice Gases (nlin.CG) #FOS: Physical sciences #Theoretical and Computational Physics #nlin.CG
- Enabling Local Neural Operators to perform Equation-Free System-Level Analysis
2025/05/05 by Gianluca Fabiani, Hannes Vandecasteele, Fabiani, Gianluca +7 · 5 citations
Physics and Astronomy · Computer Science · Materials Science · #35B40 #37M20 #37N30 #41A35 #47J25 #62M45 #65F15 #65J15 #65J22 #65P30 #68T05 #Dynamical Systems (math.DS) #FOS: Computer and information sciences #FOS: Mathematics #G.1.10 #G.1.3 #G.1.5 #G.1.8 #G.4 #I.2.6 #I.6.5 #J.2 #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Numerical Analysis (math.NA)
- Fredholm Neural Networks
2024/08/18 by Kyriakos Georgiou, Georgiou, Kyriakos, Constantinos Siettos +3 · 3 citations
Computer Science · #Neural Networks and Applications