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## 💡 Baseline Models
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In addition to climatology and persistence, we evaluate the following:
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## 🏅 Evaluation Metrics
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We divide our metrics into 3 classes: (1) Deterministic-based, which cover evaluation used in conventional deterministic forecasting tasks, (2) Physics-based, which are aimed to construct a more physically-faithful and explainable data-driven forecast, and (3) Probabilistic-based, which account for the skillfulness of ensemble forecasts.
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## 💡 Baseline Models
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In addition to climatology and persistence, we evaluate the following:
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1. __Physics-based models (including control/perturbed forecasts)__:
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- [x] UKMO: UK Meteorological Office
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- [x] NCEP: National Centers for Environmental Prediction
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- [x] CMA: China Meteorological Administration
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- [x] ECMWF: European Centre for Medium-Range Weather Forecasts
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2. __Data-driven models__:
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- [x] Lagged-Autoencoder
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- [x] Fourier Neural Operator (FNO)
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- [x] ResNet
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- [x] UNet
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- [x] ViT/ClimaX
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- [x] PanguWeather
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- [x] GraphCast
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- [x] Fourcastnetv2
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## 🏅 Evaluation Metrics
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We divide our metrics into 3 classes: (1) Deterministic-based, which cover evaluation used in conventional deterministic forecasting tasks, (2) Physics-based, which are aimed to construct a more physically-faithful and explainable data-driven forecast, and (3) Probabilistic-based, which account for the skillfulness of ensemble forecasts.
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