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Two-step forecast of geomagnetic storm using coronal mass ejection and solar wind condition
R-S Kim1, Y-J Moon2, N Gopalswamy3
1Astronomy and Space Program Division, Korea Astronomy and Space Science Institute Daejeon, South Korea.
Forecasting geomagnetic storms improves by combining coronal mass ejection (CME) data with near-Earth solar wind conditions. A two-step approach enhances prediction accuracy for space weather events.
Area of Science:
- Space Physics
- Solar-Terrestrial Physics
- Geomagnetism
Background:
- Previous studies utilized coronal mass ejection (CME) parameters for geomagnetic storm forecasting.
- Existing models require enhancement for improved prediction accuracy.
Purpose of the Study:
- To develop and evaluate a two-step geomagnetic storm forecast model.
- To integrate solar wind conditions near Earth with CME parameters for better forecasting.
Main Methods:
- Derived empirical solar wind criteria (B ≤ -5 nT or E ≥ 3 mV/m for t ≥ 2h) for moderate storms (Dst < -50 nT).
- Compared the performance of solar wind criteria and the Temerin-Li (TL) model using 55 CME-Dst pairs (1997-2003).
- Implemented a two-step forecast combining CME and solar wind data.
Main Results:
- Solar wind criteria showed slightly better storm event forecasts (90%) than the TL model (87%).
- The TL model better predicted non-storm events (88%) compared to solar wind criteria (71%).
- The two-step forecast correctly predicted 80% of events missed by CME-only forecasts; the union approach (CME or solar wind) achieved 100% storm forecast accuracy.
Conclusions:
- A two-step forecast integrating CME and solar wind data significantly improves geomagnetic storm prediction.
- The union approach (CME or solar wind conditions) offers a robust method for forecasting all geomagnetic storms.
- Combining multiple data sources enhances the reliability of space weather forecasts.
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