paper
2023
Regional & km-scale models
Probabilistic & ensemble forecasting New model or method
GAN or VAEMétéo-France (incl. CNRM) Journal
2023-09-13
051
Sep 2023
Clément Brochet, L. Raynaud, Nicolas Thome et al.
Artificial Intelligence for the Earth Systems
Météo-France (incl. CNRM)
A spectrally normalized residual GAN emulates 10 m wind and 2 m temperature from the kilometre-scale AROME-EPS, matching distributions and spectra and exposing positional-bias limits.
Multivariate emulation of kilometer-scale numerical weather predictions with generative adversarial networks: a proof-of-concept
In one sentence. A spectrally normalized residual GAN emulates 10 m wind and 2 m temperature from the kilometre-scale AROME-EPS, matching distributions and spectra and exposing positional-bias limits.
Labels
- Topic
- Regional & km-scale models, Probabilistic & ensemble forecasting
- Type
- New model or method
- Method
- GAN or VAE
- Domain
- Regional
- Data
- km-scale or high-res simulation
- Status
- Research
- Identifiers
- DOI:10.1175/aies-d-23-0006.1 OpenAlex:W4386708769
- Added
- 2026-10-22
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