Shashank Subramanian
- FourCastNet: A Global Data-driven High-resolution Weather Model using Adaptive Fourier Neural Operators
2022/02/22 by Jaideep Pathak, Pathak, Jaideep, Shashank Subramanian +23 · 3 voices · 135 citations
Earth and Planetary Sciences · Engineering · Environmental Science · #Meteorological Phenomena and Simulations #Energy Load and Power Forecasting #Hydrological Forecasting Using AI
- FourCastNet: Accelerating Global High-Resolution Weather Forecasting using Adaptive Fourier Neural Operators
2022/08/08 by Thorsten Kurth, Shashank Subramanian, Kurth, Thorsten +15 · 35 citations
Earth and Planetary Sciences · Environmental Science · #Artificial Intelligence (cs.AI) #Atmospheric and Oceanic Physics (physics.ao-ph) #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #FOS: Physical sciences #Machine Learning (cs.LG) #Meteorological Phenomena and Simulations #Performance (cs.PF) #Precipitation Measurement and Analysis #Soil Moisture and Remote Sensing
- Adaptive Self-supervision Algorithms for Physics-informed Neural Networks
2022/07/08 by Shashank Subramanian, Subramanian, Shashank, Robert Kirby +5 · 7 citations
Physics and Astronomy · Computer Science · #Model Reduction and Neural Networks #Neural Networks and Reservoir Computing #Neural Networks and Applications
- Data-Efficient Operator Learning via Unsupervised Pretraining and In-Context Learning
2024/02/24 by Wuyang Chen, Jialin Song, Chen, Wuyang +9 · 5 citations
Computer Science · #Anomaly Detection Techniques and Applications #Target Tracking and Data Fusion in Sensor Networks
- SuperBench: A Super-Resolution Benchmark Dataset for Scientific Machine Learning
2023/06/24 by Pu Ren, N. Benjamin Erichson, Ren, Pu +10 · 4 citations
Computer Science · #Advanced Image Processing Techniques #Advanced Vision and Imaging #Image and Signal Denoising Methods
- Huge Ensembles Part II: Properties of a Huge Ensemble of Hindcasts Generated with Spherical Fourier Neural Operators
2024/08/02 by Ankur Mahesh, William D. Collins, Mahesh, Ankur +26 · 6 citations
Computer Science · #Atmospheric and Oceanic Physics (physics.ao-ph) #Computer Graphics and Visualization Techniques #FOS: Computer and information sciences #FOS: Physical sciences #Machine Learning (cs.LG)
- Huge Ensembles Part I: Design of Ensemble Weather Forecasts using Spherical Fourier Neural Operators
2024/08/06 by Ankur Mahesh, Mahesh, Ankur, William D. Collins +27 · 5 citations
Earth and Planetary Sciences · #Atmospheric and Oceanic Physics (physics.ao-ph) #FOS: Computer and information sciences #FOS: Physical sciences #Machine Learning (cs.LG) #Meteorological Phenomena and Simulations
- Anomalous Diffusion of Tropical Cyclones Observed in Huge Ensembles of Hindcasts
2026/07/24 by Abdoul R. Zeba, William D. Collins, Ankur Mahesh +5
#physics.ao-ph