Prediction of Dst During Solar Minimum Using In Situ Measurements at L5. Issue 5 (14th May 2020)
- Record Type:
- Journal Article
- Title:
- Prediction of Dst During Solar Minimum Using In Situ Measurements at L5. Issue 5 (14th May 2020)
- Main Title:
- Prediction of Dst During Solar Minimum Using In Situ Measurements at L5
- Authors:
- Bailey, R. L.
Möstl, C.
Reiss, M. A.
Weiss, A. J.
Amerstorfer, U. V.
Amerstorfer, T.
Hinterreiter, J.
Magnes, W.
Leonhardt, R. - Abstract:
- Abstract: Geomagnetic storms resulting from high‐speed streams can have significant negative impacts on modern infrastructure due to complex interactions between the solar wind and geomagnetic field. One measure of the extent of this effect is the Kyoto D s t index. We present a method to predict D s t from data measured at the Lagrange 5 (L5) point, which allows for forecasts of solar wind development 4.5 days in advance of the stream reaching the Earth. Using the STEREO‐B satellite as a proxy, we map data measured near L5 to the near‐Earth environment and make a prediction of the D s t from this point using the Temerin‐Li D s t model enhanced from the original using a machine learning approach. We evaluate the method accuracy with both traditional point‐to‐point error measures and an event‐based validation approach. The results show that predictions using L5 data outperform a 27‐day solar wind persistence model in all validation measures but do not achieve a level similar to an L1 monitor. Offsets in timing and the rapidly changing development of B z in comparison to B x and B y reduce the accuracy. Predictions of D s t from L5 have a root‐mean‐square error of 9 nT, which is double the error of 4 nT using measurements conducted near the Earth. The most useful application of L5 measurements is shown to be in predicting the minimum D s t for the next 4 days. This method is being implemented in a real‐time forecast setting using STEREO‐A as an L5 proxy and has implicationsAbstract: Geomagnetic storms resulting from high‐speed streams can have significant negative impacts on modern infrastructure due to complex interactions between the solar wind and geomagnetic field. One measure of the extent of this effect is the Kyoto D s t index. We present a method to predict D s t from data measured at the Lagrange 5 (L5) point, which allows for forecasts of solar wind development 4.5 days in advance of the stream reaching the Earth. Using the STEREO‐B satellite as a proxy, we map data measured near L5 to the near‐Earth environment and make a prediction of the D s t from this point using the Temerin‐Li D s t model enhanced from the original using a machine learning approach. We evaluate the method accuracy with both traditional point‐to‐point error measures and an event‐based validation approach. The results show that predictions using L5 data outperform a 27‐day solar wind persistence model in all validation measures but do not achieve a level similar to an L1 monitor. Offsets in timing and the rapidly changing development of B z in comparison to B x and B y reduce the accuracy. Predictions of D s t from L5 have a root‐mean‐square error of 9 nT, which is double the error of 4 nT using measurements conducted near the Earth. The most useful application of L5 measurements is shown to be in predicting the minimum D s t for the next 4 days. This method is being implemented in a real‐time forecast setting using STEREO‐A as an L5 proxy and has implications for the usefulness of future L5 missions. Key Points: In situ L5 data can be used for D s t forecasts at Earth and perform better than 27‐day persistence Low consistency of B z over multiple days limits the accuracy of D s t predicted from L5 This method performs best when forecasting the minimum D s t during SIRs … (more)
- Is Part Of:
- Space weather. Volume 18:Issue 5(2020)
- Journal:
- Space weather
- Issue:
- Volume 18:Issue 5(2020)
- Issue Display:
- Volume 18, Issue 5 (2020)
- Year:
- 2020
- Volume:
- 18
- Issue:
- 5
- Issue Sort Value:
- 2020-0018-0005-0000
- Page Start:
- n/a
- Page End:
- n/a
- Publication Date:
- 2020-05-14
- Subjects:
- solar wind measurements -- space weather forecasting -- Lagrange 5 point -- Dst index
Space environment -- Periodicals
551.509992 - Journal URLs:
- http://onlinelibrary.wiley.com/journal/10.1002/(ISSN)1542-7390 ↗
http://onlinelibrary.wiley.com/ ↗ - DOI:
- 10.1029/2019SW002424 ↗
- Languages:
- English
- ISSNs:
- 1542-7390
- Deposit Type:
- Legaldeposit
- View Content:
- Available online (eLD content is only available in our Reading Rooms) ↗
- Physical Locations:
- British Library DSC - 8361.669600
British Library DSC - BLDSS-3PM
British Library HMNTS - ELD Digital store - Ingest File:
- 13234.xml