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As tropical cyclones become more intense due to climate change, the rise of Al-based modelling provides a more affordable and accessible approach compared to traditional methods based on mathematical models.
The impacts of climate change on the risk of natural disasters: The Impacts of Climate Change on The Risk of Natural Disasters
Van Aalst MK · 2006
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Denoising Diffusion Probabilistic Models
Ho J, Jain A, Abbeel P · 2006
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A Dictionary of Earth Sciences
Oxford University Press · 2008
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Weather Forecasting Using GPU-Based Large-Eddy Simulations
Schalkwijk J, Jonker HJJ, Siebesma AP, Meijgaard EV · 2015
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More extreme precipitation in the world’s dry and wet regions
Donat MG, Lowry AL, Alexander LV, O’Gorman PA, Maher N · 2016
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A Survey on Deep Learning: Algorithms, Techniques, and Applications
Pouyanfar S, Sadiq S, Yan Y, Tian H, Tao Y, Reyes MP, et al · 2018
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Climate Change 2021: The Physical Science Basis. Contribution of Working Group I to the Sixth Assessment Report of the Intergovernmental Panel on Climate Change
Intergovernmental Panel on Climate Change (IPCC) · 2021
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Machine learning emulation of a local-scale UK climate model
Addison H, Kendon E, Ravuri S, Aitchison L, Watson PA · 2022
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An evaluation of ERA5 precipitation for climate monitoring
Lavers DA, Simmons A, Vamborg F, Rodwell MJ · 2022
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Cascaded Diffusion Models for High Fidelity Image Generation
Ho J, Saharia C, Chan W, Fleet DJ, Norouzi M, Salimans T · 2022
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Classifier-Free Diffusion Guidance
Ho J, Salimans T · 2022
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DiffESM: Conditional Emulation of Earth System Models with Diffusion Models
Bassetti S, Hutchinson B, Tebaldi C, Kravitz B · 2023
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Diffusion Models for High-Resolution Solar Forecasts
Hatanaka Y, Glaser Y, Galgon G, Torri G, Sadowski P · 2023
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Available from: https://github.com/lucidrains/imagen-pytorch
Wang P. Implementation of Imagen, Google’s Text-to-Image Neural Network, in Pytorch. GitHub; 2023 · 2023
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Sim2Real for Environmental Neural Processes
Scholz J, Andersson TR, Vaughan A, Requeima J, Turner RE · 2023
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Spherical Fourier Neural Operators: Learning Stable Dynamics on the Sphere
Bonev B, Kurth T, Hundt C, Pathak J, Baust M, Kashinath K, et al · 2023
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Leinonen J, Hamann U, Nerini D, Germann U, Franch G · 2023
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The ERA5 global reanalysis
Hersbach H, Bell B, Berrisford P, Hirahara S, Horányi A, Muñoz-Sabater J, et al · 2049
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