paper
2023
Sub-seasonal to seasonal
New model or method
RNN / LSTM / ConvLSTMSeasonal to annualChina Meteorological Administration (CMA) Journal
2023-09-05
026
Sep 2023
Wanjiao Song, Jin‐Yi Yu, Tao Lian
International Journal of Climatology
China Meteorological Administration (CMA)
An LSTM forecasts the Oceanic Niño Index 18 months ahead, with the extratropical western North Pacific predictor giving the best skill and beating linear regression.
The efficacy of tropical and extratropical predictors for long‐lead El Niño‐Southern Oscillation prediction: A study using a machine learning algorithm
In one sentence. An LSTM forecasts the Oceanic Niño Index 18 months ahead, with the extratropical western North Pacific predictor giving the best skill and beating linear regression.
Labels
- Topic
- Sub-seasonal to seasonal
- Type
- New model or method
- Method
- RNN / LSTM / ConvLSTM
- Time scale
- Seasonal to annual
- Domain
- Global
- Data
- ERA5 / reanalysis
- Status
- Research
- Identifiers
- DOI:10.1002/joc.8241 OpenAlex:W4386480706
- Added
- 2026-10-22
Labels and summary are generated by Claude and reviewed weekly. Wrong? Edit this entry.