Alert button
Picture for Thorsten Kurth

Thorsten Kurth

Alert button

Neural Operators with Localized Integral and Differential Kernels

Feb 26, 2024
Miguel Liu-Schiaffini, Julius Berner, Boris Bonev, Thorsten Kurth, Kamyar Azizzadenesheli, Anima Anandkumar

Viaarxiv icon

A Practical Probabilistic Benchmark for AI Weather Models

Jan 27, 2024
Noah D. Brenowitz, Yair Cohen, Jaideep Pathak, Ankur Mahesh, Boris Bonev, Thorsten Kurth, Dale R. Durran, Peter Harrington, Michael S. Pritchard

Viaarxiv icon

ClimSim: An open large-scale dataset for training high-resolution physics emulators in hybrid multi-scale climate simulators

Jun 16, 2023
Sungduk Yu, Walter M. Hannah, Liran Peng, Mohamed Aziz Bhouri, Ritwik Gupta, Jerry Lin, Björn Lütjens, Justus C. Will, Tom Beucler, Bryce E. Harrop, Benjamin R. Hillman, Andrea M. Jenney, Savannah L. Ferretti, Nana Liu, Anima Anandkumar, Noah D. Brenowitz, Veronika Eyring, Pierre Gentine, Stephan Mandt, Jaideep Pathak, Carl Vondrick, Rose Yu, Laure Zanna, Ryan P. Abernathey, Fiaz Ahmed, David C. Bader, Pierre Baldi, Elizabeth A. Barnes, Gunnar Behrens, Christopher S. Bretherton, Julius J. M. Busecke, Peter M. Caldwell, Wayne Chuang, Yilun Han, Yu Huang, Fernando Iglesias-Suarez, Sanket Jantre, Karthik Kashinath, Marat Khairoutdinov, Thorsten Kurth, Nicholas J. Lutsko, Po-Lun Ma, Griffin Mooers, J. David Neelin, David A. Randall, Sara Shamekh, Akshay Subramaniam, Mark A. Taylor, Nathan M. Urban, Janni Yuval, Guang J. Zhang, Tian Zheng, Michael S. Pritchard

Figure 1 for ClimSim: An open large-scale dataset for training high-resolution physics emulators in hybrid multi-scale climate simulators
Figure 2 for ClimSim: An open large-scale dataset for training high-resolution physics emulators in hybrid multi-scale climate simulators
Figure 3 for ClimSim: An open large-scale dataset for training high-resolution physics emulators in hybrid multi-scale climate simulators
Figure 4 for ClimSim: An open large-scale dataset for training high-resolution physics emulators in hybrid multi-scale climate simulators
Viaarxiv icon

Spherical Fourier Neural Operators: Learning Stable Dynamics on the Sphere

Jun 06, 2023
Boris Bonev, Thorsten Kurth, Christian Hundt, Jaideep Pathak, Maximilian Baust, Karthik Kashinath, Anima Anandkumar

Figure 1 for Spherical Fourier Neural Operators: Learning Stable Dynamics on the Sphere
Figure 2 for Spherical Fourier Neural Operators: Learning Stable Dynamics on the Sphere
Figure 3 for Spherical Fourier Neural Operators: Learning Stable Dynamics on the Sphere
Figure 4 for Spherical Fourier Neural Operators: Learning Stable Dynamics on the Sphere
Viaarxiv icon

FourCastNet: Accelerating Global High-Resolution Weather Forecasting using Adaptive Fourier Neural Operators

Aug 08, 2022
Thorsten Kurth, Shashank Subramanian, Peter Harrington, Jaideep Pathak, Morteza Mardani, David Hall, Andrea Miele, Karthik Kashinath, Animashree Anandkumar

Figure 1 for FourCastNet: Accelerating Global High-Resolution Weather Forecasting using Adaptive Fourier Neural Operators
Figure 2 for FourCastNet: Accelerating Global High-Resolution Weather Forecasting using Adaptive Fourier Neural Operators
Figure 3 for FourCastNet: Accelerating Global High-Resolution Weather Forecasting using Adaptive Fourier Neural Operators
Figure 4 for FourCastNet: Accelerating Global High-Resolution Weather Forecasting using Adaptive Fourier Neural Operators
Viaarxiv icon

FourCastNet: A Global Data-driven High-resolution Weather Model using Adaptive Fourier Neural Operators

Feb 22, 2022
Jaideep Pathak, Shashank Subramanian, Peter Harrington, Sanjeev Raja, Ashesh Chattopadhyay, Morteza Mardani, Thorsten Kurth, David Hall, Zongyi Li, Kamyar Azizzadenesheli, Pedram Hassanzadeh, Karthik Kashinath, Animashree Anandkumar

Figure 1 for FourCastNet: A Global Data-driven High-resolution Weather Model using Adaptive Fourier Neural Operators
Figure 2 for FourCastNet: A Global Data-driven High-resolution Weather Model using Adaptive Fourier Neural Operators
Figure 3 for FourCastNet: A Global Data-driven High-resolution Weather Model using Adaptive Fourier Neural Operators
Figure 4 for FourCastNet: A Global Data-driven High-resolution Weather Model using Adaptive Fourier Neural Operators
Viaarxiv icon

MLPerf HPC: A Holistic Benchmark Suite for Scientific Machine Learning on HPC Systems

Oct 26, 2021
Steven Farrell, Murali Emani, Jacob Balma, Lukas Drescher, Aleksandr Drozd, Andreas Fink, Geoffrey Fox, David Kanter, Thorsten Kurth, Peter Mattson, Dawei Mu, Amit Ruhela, Kento Sato, Koichi Shirahata, Tsuguchika Tabaru, Aristeidis Tsaris, Jan Balewski, Ben Cumming, Takumi Danjo, Jens Domke, Takaaki Fukai, Naoto Fukumoto, Tatsuya Fukushi, Balazs Gerofi, Takumi Honda, Toshiyuki Imamura, Akihiko Kasagi, Kentaro Kawakami, Shuhei Kudo, Akiyoshi Kuroda, Maxime Martinasso, Satoshi Matsuoka, Henrique Mendonça, Kazuki Minami, Prabhat Ram, Takashi Sawada, Mallikarjun Shankar, Tom St. John, Akihiro Tabuchi, Venkatram Vishwanath, Mohamed Wahib, Masafumi Yamazaki, Junqi Yin

Figure 1 for MLPerf HPC: A Holistic Benchmark Suite for Scientific Machine Learning on HPC Systems
Figure 2 for MLPerf HPC: A Holistic Benchmark Suite for Scientific Machine Learning on HPC Systems
Figure 3 for MLPerf HPC: A Holistic Benchmark Suite for Scientific Machine Learning on HPC Systems
Figure 4 for MLPerf HPC: A Holistic Benchmark Suite for Scientific Machine Learning on HPC Systems
Viaarxiv icon

Using Machine Learning to Augment Coarse-Grid Computational Fluid Dynamics Simulations

Oct 03, 2020
Jaideep Pathak, Mustafa Mustafa, Karthik Kashinath, Emmanuel Motheau, Thorsten Kurth, Marcus Day

Figure 1 for Using Machine Learning to Augment Coarse-Grid Computational Fluid Dynamics Simulations
Figure 2 for Using Machine Learning to Augment Coarse-Grid Computational Fluid Dynamics Simulations
Figure 3 for Using Machine Learning to Augment Coarse-Grid Computational Fluid Dynamics Simulations
Figure 4 for Using Machine Learning to Augment Coarse-Grid Computational Fluid Dynamics Simulations
Viaarxiv icon