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Dimitrios G. Patsatzis
Dimitrios G. Patsatzis Gianluca Fabiani Lucia Russo Constantinos I. Siettos Slow Invariant Manifolds of Singularly Perturbed Systems via Physics-Informed Machine Learning. 297- 2024 46 SIAM J. Sci. Comput. 4 https://doi.org/10.1137/23m1602991 db/journals/siamsc/siamsc46.html#PatsatzisFRS24
Dimitrios G. Patsatzis Lucia Russo Constantinos I. Siettos A physics-informed neural network method for the approximation of slow invariant manifolds for the general class of stiff systems of ODEs. 2024 abs/2403.11591 CoRR https://doi.org/10.48550/arXiv.2403.11591 db/journals/corr/corr2403.html#abs-2403-11591
Alessandro Della Pia Dimitrios G. Patsatzis Lucia Russo Constantinos I. Siettos Learning the Latent dynamics of Fluid flows from High-Fidelity Numerical Simulations using Parsimonious Diffusion Maps. 2024 abs/2408.02630 CoRR https://doi.org/10.48550/arXiv.2408.02630 db/journals/corr/corr2408.html#abs-2408-02630 streams/journals/corr
Dimitrios G. Patsatzis Mario di Bernardo Lucia Russo Constantinos I. Siettos GoRINNs: Godunov-Riemann Informed Neural Networks for Learning Hyperbolic Conservation Laws. 2024 abs/2410.22193 CoRR https://doi.org/10.48550/arXiv.2410.22193 db/journals/corr/corr2410.html#abs-2410-22193 streams/journals/corr
Dimitrios G. Patsatzis Lucia Russo Ioannis G. Kevrekidis Constantinos I. Siettos Data-driven control of agent-based models: An Equation/Variable-free machine learning approach. 111953 2023 April 478 J. Comput. Phys. https://doi.org/10.1016/j.jcp.2023.111953 db/journals/jcphy/jcphy478.html#PatsatzisRKS23
Dimitrios G. Patsatzis Gianluca Fabiani Lucia Russo Constantinos I. Siettos Slow Invariant Manifolds of Singularly Perturbed Systems via Physics-Informed Machine Learning. 2023 abs/2309.07946 CoRR https://doi.org/10.48550/arXiv.2309.07946 db/journals/corr/corr2309.html#abs-2309-07946
Dimitrios G. Patsatzis Lucia Russo Ioannis G. Kevrekidis Constantinos I. Siettos Data-driven Control of Agent-based Models: an Equation/Variable-free Machine Learning Approach. 2022 abs/2207.05779 CoRR https://doi.org/10.48550/arXiv.2207.05779 db/journals/corr/corr2207.html#abs-2207-05779
Mario di Bernardo Gianluca Fabiani Ioannis G. Kevrekidis Alessandro Della Pia Lucia Russo Constantinos I. Siettos