Dmitrii Kochkov
- Machine learning–accelerated computational fluid dynamics
2021/01/28 by Dmitrii Kochkov, Jamie Smith, Jamie A. Smith +5 · 1 voice · 13 citations
Computer Science · Earth and Planetary Sciences · Engineering · Physics and Astronomy · #Fluid Dynamics and Turbulent Flows #Meteorological Phenomena and Simulations #Model Reduction and Neural Networks #cs.LG #physics.flu-dyn
- Learning to correct spectral methods for simulating turbulent flows
2022/07/01 by Gideon Dresdner, Dresdner, Gideon, Dmitrii Kochkov +11 · 7 citations
Physics and Astronomy · Earth and Planetary Sciences · Mathematics · #Model Reduction and Neural Networks #Meteorological Phenomena and Simulations #Numerical methods for differential equations
- Variational Data Assimilation with a Learned Inverse Observation Operator
2021/02/22 by Thomas Frerix, Frerix, Thomas, Dmitrii Kochkov +9 · 5 citations
Earth and Planetary Sciences · Engineering · Environmental Science · #Meteorological Phenomena and Simulations #Fluid Dynamics and Turbulent Flows #Wind and Air Flow Studies
- Neural general circulation models optimized to predict satellite-based precipitation observations
2024/12/16 by Janni Yuval, Yuval, Janni, Ian Langmore +5 · 2 voices · 3 citations
Earth and Planetary Sciences · #Meteorological Phenomena and Simulations #Precipitation Measurement and Analysis #Tropical and Extratropical Cyclones Research #cs.LG #physics.ao-ph
- Learning ground states of quantum Hamiltonians with graph networks
2021/10/12 by Dmitrii Kochkov, Tobias Pfaff, Kochkov, Dmitrii +7 · 1 citation
Physics and Astronomy · Materials Science · #Quantum many-body systems #Machine Learning in Materials Science #Advanced Thermodynamics and Statistical Mechanics