Pathak, Jaideep
- 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 · 134 citations
Earth and Planetary Sciences · Engineering · Environmental Science · #Meteorological Phenomena and Simulations #Energy Load and Power Forecasting #Hydrological Forecasting Using AI
- Idealized Baroclinic Wave Test Results
2023/06/06 by Boris Bonev, Thorsten Kurth, Bonev, Boris +11 · 44 citations
Computer Science · Earth and Planetary Sciences · #Computational Physics and Python Applications #Meteorological Phenomena and Simulations #Neural Networks and Applications
- FourCastNet: Accelerating Global High-Resolution Weather Forecasting using Adaptive Fourier Neural Operators
2022/08/08 by Thorsten Kurth, Kurth, Thorsten, Shashank Subramanian +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
- Kaushikreddym/CasCorrDiff: CasCorrDiff v1.0.0
2023/09/24 by Mardani, Morteza, Noah Brenowitz, Yair Cohen +16 · 30 citations
Earth and Planetary Sciences · Environmental Science · #Atmospheric and Oceanic Physics (physics.ao-ph) #Climate variability and models #Cryospheric studies and observations #FOS: Computer and information sciences #FOS: Physical sciences #Machine Learning (cs.LG) #Meteorological Phenomena and Simulations
- Backpropagation Algorithms and Reservoir Computing in Recurrent Neural Networks for the Forecasting of Complex Spatiotemporal Dynamics
2019/10/09 by Vlachas, Pantelis R., Pathak, Jaideep, Hunt, Brian R. +4 · 11 citations
#FOS: Computer and information sciences #FOS: Electrical engineering #FOS: Physical sciences #Fluid Dynamics (physics.flu-dyn) #Machine Learning (cs.LG) #Signal Processing (eess.SP) #electronic engineering #information engineering
- Heavy-Tailed Diffusion Models
2024/10/18 by Kushagra Pandey, Pandey, Kushagra, Jaideep Pathak +11 · 9 citations
Computer Science · #Advanced Mathematical Modeling in Engineering #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML)
- Kilometer-Scale Convection Allowing Model Emulation using Generative Diffusion Modeling
2024/08/20 by Jaideep Pathak, Yair Cohen, Pathak, Jaideep +21 · 1 voice · 5 citations
Decision Sciences · #Simulation Techniques and Applications #cs.LG #physics.ao-ph
- Generative Data Assimilation of Sparse Weather Station Observations at Kilometer Scales
2024/06/19 by Peter Manshausen, Yair Cohen, Manshausen, Peter +16 · 6 citations
Earth and Planetary Sciences · #Meteorological Phenomena and Simulations #Precipitation Measurement and Analysis
- Coupled Ocean-Atmosphere Dynamics in a Machine Learning Earth System Model
2024/06/12 by Chenggong Wang, Michael S. Pritchard, Wang, Chenggong +13 · 5 citations
Computer Science · Earth and Planetary Sciences · #Advanced Computational Techniques and Applications #Atmospheric and Oceanic Physics (physics.ao-ph) #Computational Physics and Python Applications #FOS: Computer and information sciences #FOS: Physical sciences #Machine Learning (cs.LG) #Oceanographic and Atmospheric Processes
- Using Machine Learning to Augment Coarse-Grid Computational Fluid Dynamics Simulations
2020/09/30 by Jaideep Pathak, Mustafa Mustafa, Pathak, Jaideep +9 · 2 citations
Physics and Astronomy · Engineering · #Model Reduction and Neural Networks #Reservoir Engineering and Simulation Methods #Fluid Dynamics and Turbulent Flows
- DiffObs: Generative Diffusion for Global Forecasting of Satellite Observations
2024/04/04 by Stock, Jason, Pathak, Jaideep, Cohen, Yair +5 · 2 citations
#Atmospheric and Oceanic Physics (physics.ao-ph) #Computational Physics (physics.comp-ph) #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #FOS: Physical sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML)
- Long-term stability and generalization of observationally-constrained stochastic data-driven models for geophysical turbulence
2022/05/09 by Ashesh Chattopadhyay, Jaideep Pathak, Chattopadhyay, Ashesh +7 · 1 citation
Earth and Planetary Sciences · Engineering · Environmental Science · #Atmospheric and Oceanic Physics (physics.ao-ph) #Chaotic Dynamics (nlin.CD) #Energy Load and Power Forecasting #FOS: Computer and information sciences #FOS: Physical sciences #Fluid Dynamics (physics.flu-dyn) #Geophysics (physics.geo-ph) #Hydrological Forecasting Using AI #Machine Learning (cs.LG) #Meteorological Phenomena and Simulations