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ORCIDDimitrios G. Patsatzis
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Journal Articles
- 2024
[j2]Dimitrios G. Patsatzis
, Gianluca Fabiani, Lucia Russo, Constantinos I. Siettos:
Slow Invariant Manifolds of Singularly Perturbed Systems via Physics-Informed Machine Learning. SIAM J. Sci. Comput. 46(4): 297- (2024)- 2023
- [j1]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. J. Comput. Phys. 478: 111953 (2023)
Informal and Other Publications
- 2024
- [i4]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. CoRR abs/2403.11591 (2024) - [i3]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. CoRR abs/2408.02630 (2024) - 2023
- [i2]Dimitrios G. Patsatzis, Gianluca Fabiani, Lucia Russo, Constantinos I. Siettos:
Slow Invariant Manifolds of Singularly Perturbed Systems via Physics-Informed Machine Learning. CoRR abs/2309.07946 (2023) - 2022
- [i1]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. CoRR abs/2207.05779 (2022)
Coauthor Index
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