paper
2023
Downscaling & super-resolution
Benchmarks, datasets & evaluation Evaluation or intercomparison of existing models
Classical ML (trees, GP, linear, kernels) Journal
2023-07-21
016
Jul 2023
Alfonso Hernanz, Carlos Correa, Marta Domínguez et al.
International Journal of Climatology
Compares a machine-learning statistical downscaling model with six EURO-CORDEX regional climate models over Europe; the ML model scores better on most metrics before bias correction.
Downscaling & super-resolution
Comparison of machine learning statistical downscaling and regional climate models for temperature, precipitation, wind speed, humidity and radiation over Europe under present conditions
In one sentence. Compares a machine-learning statistical downscaling model with six EURO-CORDEX regional climate models over Europe; the ML model scores better on most metrics before bias correction.
Labels
- Topic
- Downscaling & super-resolution, Benchmarks, datasets & evaluation
- Type
- Evaluation or intercomparison of existing models
- Method
- Classical ML (trees, GP, linear, kernels)
- Domain
- Regional
- Data
- ERA5 / reanalysis, Station / in-situ, Other
- Status
- Research
- Identifiers
- DOI:10.1002/joc.8190 OpenAlex:W4385065610
- Added
- 2026-10-22
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