Operational solar flare prediction model using Deep Flare Net

We developed an operational solar flare prediction model using deep neural networks, named Deep Flare Net (DeFN). DeFN can issue probabilistic forecasts of solar flares in two categories, such as ≥ M-class and

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Bibliographic Details
Published in:Earth, planets, and space planets, and space, 2021-03, Vol.73 (1), p.1-12, Article 64
Main Authors: Nishizuka, Naoto, Kubo, Yûki, Sugiura, Komei, Den, Mitsue, Ishii, Mamoru
Format: Article
Language:English
Subjects:
3. Space science
Artificial neural networks
Datasets
Deep neural networks
Earth and Environmental Science
Earth Sciences
Feature extraction
Forecasts and trends
Geology
Geophysics/Geodesy
Mathematical models
Natural history
Neural networks
Operational model
Prediction
Prediction models
Solar flares
Solar-Terrestrial Environment Prediction: Toward the Synergy of Science and Forecasting Operation of Space Weather and Space Climate
Space weather forecasting
Statistical analysis
Training
Verification
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Description
Summary:We developed an operational solar flare prediction model using deep neural networks, named Deep Flare Net (DeFN). DeFN can issue probabilistic forecasts of solar flares in two categories, such as ≥ M-class and
ISSN:1880-5981
1343-8832
1880-5981
DOI:10.1186/s40623-021-01381-9