Sotabase

Career

· PhD student in ML, Climate Science, CFD, University of Cambridge2023–

Publications (112)

FourCastNet: A Global Data-driven High-resolution Weather Model using Adaptive Fourier Neural Operators
arXiv.org · 2022
1,010
cited
Physics-informed machine learning: case studies for weather and climate modelling
Philosophical Transactions of the Royal Society A · 2021
553
cited
Towards Physics-informed Deep Learning for Turbulent Flow Prediction
Knowledge Discovery and Data Mining · 2019
419
cited
FourCastNet: Accelerating Global High-Resolution Weather Forecasting Using Adaptive Fourier Neural Operators
Platform for Advanced Scientific Computing Conference · 2022
311
cited
Atmospheric River Tracking Method Intercomparison Project (ARTMIP): project goals and experimental design
Geoscientific Model Development · 2018
310
cited
Spherical Fourier Neural Operators: Learning Stable Dynamics on the Sphere
International Conference on Machine Learning · 2023
245
cited
The Atmospheric River Tracking Method Intercomparison Project (ARTMIP): Quantifying Uncertainties in Atmospheric River Climatology
Journal of Geophysical Research: Atmospheres · 2019
206
cited
Spherical CNNs on Unstructured Grids
International Conference on Learning Representations · 2019
198
cited
A fast and objective multidimensional kernel density estimation method: fastKDE
Computational Statistics & Data Analysis · 2016
165
cited
MESHFREEFLOWNET: A Physics-Constrained Deep Continuous Space-Time Super-Resolution Framework
International Conference for High Performance Computing, Networking, Storage and Analysis · 2020
160
cited
Enforcing statistical constraints in generative adversarial networks for modeling chaotic dynamical systems
Journal of Computational Physics · 2019
145
cited
Nonlinear self-excited thermoacoustic oscillations of a ducted premixed flame: bifurcations and routes to chaos
Journal of Fluid Mechanics · 2014
139
cited
ClimateNet: an expert-labeled open dataset and deep learning architecture for enabling high-precision analyses of extreme weather
2021
97
cited
Residual corrective diffusion modeling for km-scale atmospheric downscaling
Communications Earth & Environment · 2023
97
cited
Deep-Hurricane-Tracker: Tracking and Forecasting Extreme Climate Events
IEEE Workshop/Winter Conference on Applications of Computer Vision · 2019
96
cited
Open-loop control of periodic thermoacoustic oscillations: Experiments and low-order modelling in a synchronization framework
Proceedings of the Combustion Institute · 2019
83
cited
ACE: A fast, skillful learned global atmospheric model for climate prediction
arXiv.org · 2023
79
cited
Forced synchronization of periodic and aperiodic thermoacoustic oscillations: lock-in, bifurcations and open-loop control
Journal of Fluid Mechanics · 2018
77
cited
Resolution dependence of precipitation statistical fidelity in hindcast simulations
2016
73
cited
Nonlinear thermoacoustics of ducted premixed flames: The influence of perturbation convection speed
2013
62
cited
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Karthik Kashinath | Researcher Profile | Sotabase | Sotabase