paper
2019
Extremes & hazards
New model or method
Classical ML (trees, GP, linear, kernels)6 h–3 daysTsinghua University (NowcastNet) Journal
2019-06-18
026
Jun 2019
Tao Zhang, Wuyin Lin, Yanluan Lin et al.
Weather and Forecasting
Tsinghua University (NowcastNet)
AdaBoost classifies whether mesoscale convective systems become tropical cyclones, reaching 97.2% F1 at 6 h lead and beating the genesis potential index.
Prediction of Tropical Cyclone Genesis from Mesoscale Convective Systems Using Machine Learning
In one sentence. AdaBoost classifies whether mesoscale convective systems become tropical cyclones, reaching 97.2% F1 at 6 h lead and beating the genesis potential index.
Labels
- Topic
- Extremes & hazards
- Type
- New model or method
- Method
- Classical ML (trees, GP, linear, kernels)
- Time scale
- 6 h–3 days
- Domain
- Global
- Status
- Research
- Identifiers
- DOI:10.1175/waf-d-18-0201.1 OpenAlex:W2950840445
- Added
- 2026-10-22
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