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Enhanced lead time for geomagnetic storms

Enhanced lead time for geomagnetic storms

Christian Möstl (ORCID: 0000-0001-6868-4152)
  • Grant DOI 10.55776/P31659
  • Funding program Principal Investigator Projects
  • Status ended
  • Start March 1, 2019
  • End February 28, 2023
  • Funding amount € 375,994
  • Project website
  • E-mail

Disciplines

Geosciences (30%); Computer Sciences (30%); Physics, Astronomy (40%)

Keywords

    Space Weather Forecasting, Aurora, Geomagnetically Induced Currents, Geomagnetic Storms, Solar Coronal Mass Ejections, Solar Wind

Abstract Final report

We propose to improve the warning time for the prediction of the effects of solar storms at Earth. This is like meteorology, but not for the kind of weather we experience everyday on the surface of the Earth - rather, we forecast the solar wind flowing around the Earths magnetic field. Solar storms are clouds of plasma threaded by magnetic fields that are ejected from the solar atmosphere with speeds of millions of kilometers per hour. In case a solar superstorm impacts the Earth, an event to be expected every 100 years, technological infrastructures such as power grids and satellites are at risk of failure, and airline crews and astronauts would experience very high levels of radiation. These storms can transfer a part of their energy to the Earths magnetic field, leading to a temporary re-arrangement that is known as a geomagnetic storm. It can result in beautiful northern and southern lights, but may also pose hazards to technologies that we take for granted in our daily life, such as electric power and global navigation systems. To better mitigate these potentially destructive effects, an accurate forecast of solar wind at the Sun-Earth L1 point can be seen as a key technology in space weather research, similar to the groundbreaking nature of reusable rockets or gene- editing in other fields. In this project, we tap into long-term solar wind data sets, with 40 years of available data. This makes it possible to use machine learning algorithms in combination with our own simulation of solar storm magnetic fields to model the future solar wind with a warning time of up to 2 days. We will connect our forecasts with an existing model for the location of the aurora, giving the general public information when and where to see the northern lights. During geomagnetic storms, currents can temporarily be present in the Earths surface, and for very strong events they may lead to power blackouts. Therefore, we will couple the predicted solar wind to a model of these currents at the Central Institution for Meteorology and Geodynamics in Austria, in order to mitigate potential blackouts in central Europe in the future. The accuracy of the predictions will be first tested on already existing data, and later in the project used in a real-time mode. We will also show if future missions based on small spacecraft (CubeSats) could possibly further enhance the forecasts. A timely funding of this project would give Austria an edge in the prediction of geomagnetic storms to further consolidate and strengthen a position of international leadership in the field of space weather.

In this project we used in an innovative way observations by current spacecraft to improve the lead time for the prediction of geomagnetic storms due to impacts of solar storms at Earth. Forecasting the solar wind that interacts with the Earths magnetosphere is currently severely limited, with accurate forecasts only in the range of one hour lead time. This situation should clearly be enhanced in order to be able to predict the time evolution of geomagnetic storms, which has many consequences ranging from geomagnetically induced currents in power lines on the ground, to energetic particles disturbing satellites, and enhancing radiation for flight personell. During geomagnetic storms the location of the auroral oval moves to lower latitudes, which is of high relevance for aurora tourism and public space weather outreach. The main result of this research project is that we have published a method based on machine learning that is trained and tested on the data on about 350 solar storms, returned by spacecraft such as Wind and STEREO, as they were operating close to the Earths distance to the Sun. By feeding measurements of the first few hours of observations of the magnetic field, speed and density of the solar storms into various machine learning algorithms, we find that our predictive tool can forecast the total magnetic field and its southward oriented component reasonably well. While our tool does not fully solve the problem of solar storm forecasting, it shows promise for potentially mitigating the effects of solar storms on our planet Earth and its inhabitants. We have further made progress on the modeling of the ambient solar wind and the simulation of geomagnetically induced currents, in a collaboration with the Austrian weather service. The project outcomes laid the basis for a more thorough look at how to forecast the southward magnetic field in solar storms in a large research project subsequently funded by the European Research Council. The models developed in this project are now implemented as products at the newly founded Austrian Space Weather Office at the GeoSphere Austria.

Research institution(s)
  • GeoSphere Austria (GSA) - 100%
International project participants
  • Erika Palmerio, University of Helsinki - Finland
  • Mihir Desai, Southwest Research Institute - USA

Research Output

  • 894 Citations
  • 85 Publications
  • 4 Datasets & models
  • 1 Software
  • 4 Disseminations
  • 6 Scientific Awards
  • 3 Fundings
Publications
  • 2022
    Title Writhed Analytical Magnetic Flux Rope Model
    DOI 10.1029/2022ja030898
    Type Journal Article
    Author Weiss A
    Journal Journal of Geophysical Research: Space Physics
    Link Publication
  • 2024
    Title A Community Data Set for Comparing Automated Coronal Hole Detection Schemes
    DOI 10.3847/1538-4365/ad1408
    Type Journal Article
    Author Reiss M
    Journal The Astrophysical Journal Supplement Series
    Pages 6
    Link Publication
  • 2024
    Title Using Solar Orbiter as an Upstream Solar Wind Monitor for Real Time Space Weather Predictions
    DOI 10.1029/2023sw003628
    Type Journal Article
    Author Laker R
    Journal Space Weather
    Link Publication
  • 2021
    Title Radial evolution of the April 2020 stealth coronal mass ejection between 0.8 and 1 AU
    DOI 10.1051/0004-6361/202039848
    Type Journal Article
    Author Von Forstner J
    Journal Astronomy & Astrophysics
    Link Publication
  • 2021
    Title Analysis of Coronal Mass Ejection Flux Rope Signatures Using 3DCORE and Approximate Bayesian Computation
    DOI 10.3847/1538-4365/abc9bd
    Type Journal Article
    Author Weiss A
    Journal The Astrophysical Journal Supplement Series
    Pages 9
    Link Publication
  • 2021
    Title Evaluation of CME Arrival Prediction Using Ensemble Modeling Based on Heliospheric Imaging Observations
    DOI 10.1029/2020sw002553
    Type Journal Article
    Author Amerstorfer T
    Journal Space Weather
    Link Publication
  • 2021
    Title A living catalog of stream interaction regions in the Parker Solar Probe era
    DOI 10.1051/0004-6361/202039833
    Type Journal Article
    Author Allen R
    Journal Astronomy & Astrophysics
    Link Publication
  • 2021
    Title The Observational Uncertainty of Coronal Hole Boundaries in Automated Detection Schemes
    DOI 10.48550/arxiv.2103.14403
    Type Preprint
    Author Reiss M
  • 2021
    Title Solar origins of a strong stealth CME detected by Solar Orbiter
    DOI 10.48550/arxiv.2103.17225
    Type Preprint
    Author O'Kane J
  • 2021
    Title Multi point analysis of coronal mass ejection flux ropes using combined data from Solar Orbiter, BepiColombo and Wind
    DOI 10.48550/arxiv.2103.16187
    Type Preprint
    Author Weiss A
  • 2021
    Title Using Gradient Boosting Regression to Improve Ambient Solar Wind Model Predictions
    DOI 10.1029/2020sw002673
    Type Journal Article
    Author Bailey R
    Journal Space Weather
    Link Publication
  • 2021
    Title Solar origins of a strong stealth CME detected by Solar Orbiter
    DOI 10.1051/0004-6361/202140622
    Type Journal Article
    Author O’Kane J
    Journal Astronomy & Astrophysics
    Link Publication
  • 2020
    Title Analysis of coronal mass ejection flux rope signatures using 3DCORE and approximate Bayesian Computation
    DOI 10.48550/arxiv.2009.00327
    Type Preprint
    Author Weiss A
  • 2020
    Title Prediction of the in situ coronal mass ejection rate for solar cycle 25: Implications for Parker Solar Probe in situ observations
    DOI 10.48550/arxiv.2007.14743
    Type Preprint
    Author Möstl C
  • 2020
    Title Evolution of coronal mass ejections and the corresponding Forbush decreases: modelling vs multi-spacecraft observations
    DOI 10.48550/arxiv.2006.02253
    Type Preprint
    Author Dumbovic M
  • 2020
    Title Evolution of Coronal Mass Ejections and the Corresponding Forbush Decreases: Modeling vs. Multi-Spacecraft Observations
    DOI 10.1007/s11207-020-01671-7
    Type Journal Article
    Author Dumbovic M
    Journal Solar Physics
    Pages 104
    Link Publication
  • 2020
    Title Evaluation of CME Arrival Prediction Using Ensemble Modeling Based on Heliospheric Imaging Observations
    DOI 10.48550/arxiv.2008.02576
    Type Preprint
    Author Amerstorfer T
  • 2020
    Title Using gradient boosting regression to improve ambient solar wind model predictions
    DOI 10.48550/arxiv.2006.12835
    Type Preprint
    Author Bailey R
  • 2020
    Title CMEs in the Heliosphere: III. A Statistical Analysis of the Kinematic Properties Derived from Stereoscopic Geometrical Modelling Techniques Applied to CMEs Detected in the Heliosphere from 2008 to 2014 by STEREO/HI-1
    DOI 10.48550/arxiv.2006.14879
    Type Preprint
    Author Barnes D
  • 2021
    Title The Observational Uncertainty of Coronal Hole Boundaries in Automated Detection Schemes
    DOI 10.3847/1538-4357/abf2c8
    Type Journal Article
    Author Reiss M
    Journal The Astrophysical Journal
    Pages 28
    Link Publication
  • 2021
    Title Machine learning for predicting the Bz magnetic field component from upstream in situ observations of solar coronal mass ejections
    DOI 10.48550/arxiv.2108.04067
    Type Preprint
    Author Reiss M
  • 2021
    Title Making waves: Mirror Mode structures around Mars observed by the MAVEN spacecraft
    DOI 10.1002/essoar.10507598.1
    Type Preprint
    Author Simon Wedlund C
    Link Publication
  • 2021
    Title Making waves: Mirror Mode structures around Mars observed by the MAVEN spacecraft
    DOI 10.48550/arxiv.2107.11223
    Type Preprint
    Author Wedlund C
  • 2021
    Title Drag-based CME modeling with heliospheric images incorporating frontal deformation: ELEvoHI 2.0
    DOI 10.1002/essoar.10507758.1
    Type Preprint
    Author Hinterreiter J
    Link Publication
  • 2021
    Title Drag-based CME modeling with heliospheric images incorporating frontal deformation: ELEvoHI 2.0
    DOI 10.48550/arxiv.2108.08075
    Type Preprint
    Author Hinterreiter J
  • 2021
    Title Predicting CMEs using ELEvoHI with STEREO-HI beacon data
    DOI 10.48550/arxiv.2108.08072
    Type Preprint
    Author Bauer M
  • 2021
    Title Quantifying the uncertainty in CME kinematics derived from geometric modelling of Heliospheric Imager data
    DOI 10.1002/essoar.10507552.1
    Type Preprint
    Author Barnard L
    Link Publication
  • 2021
    Title Study of two interacting interplanetary coronal mass ejections encountered by Solar Orbiter during its first perihelion passage
    DOI 10.1051/0004-6361/202140648
    Type Journal Article
    Author Telloni D
    Journal Astronomy & Astrophysics
    Link Publication
  • 2021
    Title Multi-point analysis of coronal mass ejection flux ropes using combined data from Solar Orbiter, BepiColombo, and Wind
    DOI 10.1051/0004-6361/202140919
    Type Journal Article
    Author Weiss A
    Journal Astronomy & Astrophysics
    Link Publication
  • 2021
    Title Radial Evolution of the April 2020 Stealth Coronal Mass Ejection between 0.8 and 1 AU -- A Comparison of Forbush Decreases at Solar Orbiter and Earth
    DOI 10.48550/arxiv.2102.12185
    Type Preprint
    Author Von Forstner J
  • 2021
    Title In situ multi-spacecraft and remote imaging observations of the first CME detected by Solar Orbiter and BepiColombo
    DOI 10.1051/0004-6361/202040113
    Type Journal Article
    Author Davies E
    Journal Astronomy & Astrophysics
    Link Publication
  • 2021
    Title Why are ELEvoHI CME Arrival Predictions Different if Based on STEREO-A or STEREO-B Heliospheric Imager Observations?
    DOI 10.1029/2020sw002674
    Type Journal Article
    Author Hinterreiter J
    Journal Space Weather
    Link Publication
  • 2021
    Title Why are ELEvoHI CME arrival predictions different if based on STEREO-A or STEREO-B heliospheric imager observations?
    DOI 10.48550/arxiv.2102.07478
    Type Preprint
    Author Hinterreiter J
  • 2021
    Title Predicting CMEs Using ELEvoHI With STEREO-HI Beacon Data
    DOI 10.1029/2021sw002873
    Type Journal Article
    Author Bauer M
    Journal Space Weather
    Link Publication
  • 2021
    Title Machine Learning for Predicting the Bz Magnetic Field Component From Upstream in Situ Observations of Solar Coronal Mass Ejections
    DOI 10.1029/2021sw002859
    Type Journal Article
    Author Reiss M
    Journal Space Weather
    Link Publication
  • 2021
    Title A Catalog of Interplanetary Coronal Mass Ejections Observed by Juno between 1 and 5.4 AU
    DOI 10.48550/arxiv.2111.11336
    Type Preprint
    Author Davies E
  • 2021
    Title Forecasting GICs and geoelectric fields from solar wind data using LSTMs: application in Austria
    DOI 10.1002/essoar.10508699.1
    Type Preprint
    Author Bailey R
    Link Publication
  • 2021
    Title A fast bow shock location predictor-estimator from 2D and 3D analytical models: Application to Mars and the MAVEN mission
    DOI 10.1002/essoar.10507942.1
    Type Preprint
    Author Simon Wedlund C
    Link Publication
  • 2021
    Title Multipoint interplanetary coronal mass ejections observed with Solar Orbiter, BepiColombo, Parker Solar Probe, Wind and STEREO-A
    DOI 10.48550/arxiv.2109.07200
    Type Preprint
    Author Möstl C
  • 2021
    Title Drag-Based CME Modeling With Heliospheric Images Incorporating Frontal Deformation: ELEvoHI 2.0
    DOI 10.1029/2021sw002836
    Type Journal Article
    Author Hinterreiter J
    Journal Space Weather
    Link Publication
  • 2021
    Title Forecasting GICs and geoelectric fields from solar wind data using LSTMs: application in Austria
    DOI 10.48550/arxiv.2109.08624
    Type Preprint
    Author Bailey R
  • 2021
    Title A fast bow shock location predictor-estimator from 2D and 3D analytical models: Application to Mars and the MAVEN mission
    DOI 10.48550/arxiv.2109.04366
    Type Preprint
    Author Wedlund C
  • 2021
    Title A Catalog of Interplanetary Coronal Mass Ejections Observed by Juno between 1 and 5.4 au
    DOI 10.3847/1538-4357/ac2ccb
    Type Journal Article
    Author Davies E
    Journal The Astrophysical Journal
    Pages 136
    Link Publication
  • 2021
    Title Quantifying the uncertainty in CME kinematics derived from geometric modelling of Heliospheric Imager data
    DOI 10.48550/arxiv.2111.13337
    Type Preprint
    Author Barnard L
  • 2022
    Title A Coronal Mass Ejection and Magnetic Ejecta Observed In Situ by STEREO-A and Wind at 55$^\circ$ Angular Separation
    DOI 10.48550/arxiv.2203.16477
    Type Preprint
    Author Lugaz N
  • 2022
    Title CMEs and SEPs During November-December 2020: A Challenge for Real-Time Space Weather Forecasting
    DOI 10.48550/arxiv.2203.16433
    Type Preprint
    Author Palmerio E
  • 2022
    Title Multipoint Interplanetary Coronal Mass Ejections Observed with Solar Orbiter, BepiColombo, Parker Solar Probe, Wind, and STEREO-A
    DOI 10.3847/2041-8213/ac42d0
    Type Journal Article
    Author Möstl C
    Journal The Astrophysical Journal Letters
    Link Publication
  • 2022
    Title A Fast Bow Shock Location Predictor-Estimator From 2D and 3D Analytical Models: Application to Mars and the MAVEN Mission
    DOI 10.1029/2021ja029942
    Type Journal Article
    Author Wedlund C
    Journal Journal of Geophysical Research: Space Physics
    Link Publication
  • 2022
    Title Making Waves: Mirror Mode Structures Around Mars Observed by the MAVEN Spacecraft
    DOI 10.1029/2021ja029811
    Type Journal Article
    Author Wedlund C
    Journal Journal of Geophysical Research: Space Physics
    Link Publication
  • 2022
    Title Quantifying the Uncertainty in CME Kinematics Derived From Geometric Modeling of Heliospheric Imager Data
    DOI 10.1029/2021sw002841
    Type Journal Article
    Author Barnard L
    Journal Space Weather
    Link Publication
  • 2022
    Title Forecasting GICs and Geoelectric Fields From Solar Wind Data Using LSTMs: Application in Austria
    DOI 10.1029/2021sw002907
    Type Journal Article
    Author Bailey R
    Journal Space Weather
    Link Publication
  • 2022
    Title Forecasting GICs and geoelectric fields from solar wind data using LSTMs: application in Austria
    DOI 10.1002/essoar.10508699.2
    Type Preprint
    Author Bailey R
    Link Publication
  • 2022
    Title Unifying the Validation of Ambient Solar Wind Models
    DOI 10.48550/arxiv.2201.13447
    Type Preprint
    Author Reiss M
  • 2022
    Title The eruption of 22 April 2021 as observed by SolarOrbiter, STEREO and Earth bound instruments
    DOI 10.21203/rs.3.rs-1807884/v1
    Type Preprint
    Author Rodriguez L
    Link Publication
  • 2022
    Title Multi-spacecraft Observations of the Evolution of Interplanetary Coronal Mass Ejections between 0.3 and 2.2 au: Conjunctions with the Juno Spacecraft
    DOI 10.3847/1538-4357/ac731a
    Type Journal Article
    Author Davies E
    Journal The Astrophysical Journal
    Pages 127
    Link Publication
  • 2022
    Title Automatic Detection of Interplanetary Coronal Mass Ejections in Solar Wind In Situ Data
    DOI 10.48550/arxiv.2205.03578
    Type Preprint
    Author Rüdisser H
  • 2022
    Title A Coronal Mass Ejection and Magnetic Ejecta Observed In Situ by STEREO-A and Wind at 55° Angular Separation
    DOI 10.3847/1538-4357/ac602f
    Type Journal Article
    Author Lugaz N
    Journal The Astrophysical Journal
    Pages 149
    Link Publication
  • 2022
    Title Multi-Spacecraft Observations of the Evolution of Interplanetary Coronal Mass Ejections Between 0.3 and 2.2 AU: Conjunctions with the Juno Spacecraft
    DOI 10.48550/arxiv.2205.09472
    Type Preprint
    Author Davies E
  • 2023
    Title L1 and off Sun-Earth line visible-light imaging of Earth-directed CMEs: An analysis of inconsistent observations
    DOI 10.48550/arxiv.2304.05264
    Type Preprint
    Author Harrison R
  • 2023
    Title Three Eruptions Observed by Remote Sensing Instruments Onboard Solar Orbiter
    DOI 10.1007/s11207-023-02137-2
    Type Journal Article
    Author Mierla M
    Journal Solar Physics
    Pages 42
    Link Publication
  • 2023
    Title Global insight into a complex-structured heliosphere based on the local multi-point analysis
    DOI 10.3389/fspas.2023.1195805
    Type Journal Article
    Author Pal S
    Journal Frontiers in Astronomy and Space Sciences
    Pages 1195805
    Link Publication
  • 2023
    Title Unifying the validation of ambient solar wind models
    DOI 10.1016/j.asr.2022.05.026
    Type Journal Article
    Author Reiss M
    Journal Advances in Space Research
    Pages 5275-5286
    Link Publication
  • 2023
    Title Automatic Detection of Interplanetary Coronal Mass Ejections in Solar Wind in Situ Data
    DOI 10.5194/egusphere-egu23-5010
    Type Journal Article
    Author Rüdisser H
    Link Publication
  • 2022
    Title Automatic Detection of Interplanetary Coronal Mass Ejections in Solar Wind In Situ Data
    DOI 10.1029/2022sw003149
    Type Journal Article
    Author Rüdisser H
    Journal Space Weather
    Link Publication
  • 2022
    Title Writhed Analytical Magnetic Flux Rope Model
    DOI 10.48550/arxiv.2202.10096
    Type Preprint
    Author Weiss A
  • 2022
    Title Comparing the Heliospheric Cataloging, Analysis, and Techniques Service (HELCATS) Manual and Automatic Catalogues of Coronal Mass Ejections Using Solar Terrestrial Relations Observatory/Heliospheric Imager (STEREO/HI) Data
    DOI 10.1007/s11207-022-01959-w
    Type Journal Article
    Author Rodriguez L
    Journal Solar Physics
    Pages 23
  • 2022
    Title CMEs and SEPs During November–December 2020: A Challenge for Real-Time Space Weather Forecasting
    DOI 10.1029/2021sw002993
    Type Journal Article
    Author Palmerio E
    Journal Space Weather
    Link Publication
  • 2023
    Title Unifying the validation of ambient solar wind models
    DOI 10.60692/hck5a-05816
    Type Other
    Author K. Muglach
    Link Publication
  • 2023
    Title Unifying the validation of ambient solar wind models
    DOI 10.60692/j0mfw-mrp33
    Type Other
    Author K. Muglach
    Link Publication
  • 2023
    Title Using Solar Orbiter as an upstream solar wind monitor for real time space weather predictions
    DOI 10.48550/arxiv.2307.01083
    Type Preprint
    Author Laker R
  • 2023
    Title Lessons learned from the 1st Ariel Machine Learning Challenge: Correcting transiting exoplanet light curves for stellar spots
    DOI 10.1093/rasti/rzad050
    Type Journal Article
    Author Nikolaou N
    Journal RAS Techniques and Instruments
    Pages 695-709
    Link Publication
  • 2023
    Title The Eruption of 22 April 2021 as Observed by Solar Orbiter: Continuous Magnetic Reconnection and Heating After the Impulsive Phase
    DOI 10.1007/s11207-022-02090-6
    Type Journal Article
    Author Rodriguez L
    Journal Solar Physics
    Pages 1
    Link Publication
  • 2023
    Title Which Upstream Solar Wind Conditions Matter Most in Predicting Bz Within Coronal Mass Ejections
    DOI 10.1029/2022sw003327
    Type Journal Article
    Author Riley P
    Journal Space Weather
    Link Publication
  • 2023
    Title L1 and Off Sun-Earth Line Visible-Light Imaging of Earth-Directed CMEs: An Analysis of Inconsistent Observations
    DOI 10.1029/2022sw003358
    Type Journal Article
    Author Harrison R
    Journal Space Weather
    Link Publication
  • 2020
    Title Why are ELEvoHI CME arrival predictions different if based on STEREO-A or STEREO-B heliospheric imager observations?
    DOI 10.1002/essoar.10504656.1
    Type Preprint
    Author Hinterreiter J
    Link Publication
  • 2020
    Title Lessons Learned from the 1st ARIEL Machine Learning Challenge: Correcting Transiting Exoplanet Light Curves for Stellar Spots
    DOI 10.48550/arxiv.2010.15996
    Type Preprint
    Author Nikolaou N
  • 2020
    Title CMEs in the Heliosphere: III. A Statistical Analysis of the Kinematic Properties Derived from Stereoscopic Geometrical Modelling Techniques Applied to CMEs Detected in the Heliosphere from 2008 to 2014 by STEREO/HI-1
    DOI 10.1007/s11207-020-01717-w
    Type Journal Article
    Author Barnes D
    Journal Solar Physics
    Pages 150
    Link Publication
  • 2020
    Title Prediction of the In Situ Coronal Mass Ejection Rate for Solar Cycle 25: Implications for Parker Solar Probe In Situ Observations
    DOI 10.3847/1538-4357/abb9a1
    Type Journal Article
    Author Möstl C
    Journal The Astrophysical Journal
    Pages 92
    Link Publication
  • 2020
    Title In situ multi-spacecraft and remote imaging observations of the first CME detected by Solar Orbiter and BepiColombo
    DOI 10.48550/arxiv.2012.07456
    Type Preprint
    Author Davies E
  • 2020
    Title Forecasting the Ambient Solar Wind with Numerical Models. II. An Adaptive Prediction System for Specifying Solar Wind Speed Near the Sun
    DOI 10.48550/arxiv.2003.09336
    Type Preprint
    Author Reiss M
  • 2020
    Title Prediction of Dst during solar minimum using in situ measurements at L5
    DOI 10.48550/arxiv.2005.00249
    Type Preprint
    Author Bailey R
  • 2020
    Title Prediction of Dst During Solar Minimum Using In Situ Measurements at L5
    DOI 10.1029/2019sw002424
    Type Journal Article
    Author Bailey R
    Journal Space Weather
    Link Publication
  • 2020
    Title Forecasting the Ambient Solar Wind with Numerical Models. II. An Adaptive Prediction System for Specifying Solar Wind Speed near the Sun
    DOI 10.3847/1538-4357/ab78a0
    Type Journal Article
    Author Reiss M
    Journal The Astrophysical Journal
    Pages 165
    Link Publication
  • 2020
    Title A Computationally Efficient, Time-Dependent Model of the Solar Wind for Use as a Surrogate to Three-Dimensional Numerical Magnetohydrodynamic Simulations
    DOI 10.1007/s11207-020-01605-3
    Type Journal Article
    Author Owens M
    Journal Solar Physics
    Pages 43
    Link Publication
  • 2019
    Title CMEs in the Heliosphere: II. A Statistical Analysis of the Kinematic Properties Derived from Single-Spacecraft Geometrical Modelling Techniques Applied to CMEs Detected in the Heliosphere from 2007 to 2017 by STEREO/HI-1
    DOI 10.1007/s11207-019-1444-4
    Type Journal Article
    Author Barnes D
    Journal Solar Physics
    Pages 57
    Link Publication
Datasets & models
  • 2022 Link
    Title Arrival catalog of coronal mass ejections observed with STEREO Heliospheric Imagers (HELCATS ARRCAT 2.0)
    DOI 10.6084/m9.figshare.12271292.v20
    Type Database/Collection of data
    Public Access
    Link Link
  • 2020 Link
    Title Helio4Cast SIRCAT 1.0 for solar wind stream interaction regions and high speed streams (Wind, STEREO, MAVEN)
    DOI 10.6084/m9.figshare.12416906.v2
    Type Database/Collection of data
    Public Access
    Link Link
  • 2023 Link
    Title Multipoint coronal mass ejections events
    DOI 10.26093/cds/vizier.19249006
    Type Database/Collection of data
    Public Access
    Link Link
  • 2023 Link
    Title ICMEs observed by Juno between 1 and 5.4au
    DOI 10.26093/cds/vizier.19230136
    Type Database/Collection of data
    Public Access
    Link Link
Software
  • 2023 Link
    Title IWF-KNOW's solution in the Ariel ML Data Challenge
    DOI 10.5281/zenodo.3981141
    Link Link
Disseminations
  • 0 Link
    Title "Die Geheimnisse der Sonne" story in newspaper Die Presse
    Type A press release, press conference or response to a media enquiry/interview
    Link Link
  • 0 Link
    Title "Künstliche Intelligenz prognostiziert die Gefahr von Sonnenstürmen für die Erde" APA press release
    Type A press release, press conference or response to a media enquiry/interview
    Link Link
  • 0 Link
    Title "Weltraumwetter gibt Rätsel auf" story on science.orf.at
    Type A press release, press conference or response to a media enquiry/interview
    Link Link
  • 0 Link
    Title "Wie man die Intensität des Sonnenwindes misst" derStandard.at
    Type A press release, press conference or response to a media enquiry/interview
    Link Link
Scientific Awards
  • 2022
    Title Building a GIC forecasting tool based on geomagnetic and solar wind data: challenges and future avenues (invited talk)
    Type Personally asked as a key note speaker to a conference
    Level of Recognition Continental/International
  • 2022
    Title Predicting the Bz magnetic field component from upstream in situ observations of coronal mass ejections using machine learning
    Type Personally asked as a key note speaker to a conference
    Level of Recognition Continental/International
  • 2021
    Title Improving Understanding and Assessment of the Ambient Solar Wind
    Type Personally asked as a key note speaker to a conference
    Level of Recognition Continental/International
  • 2021
    Title HI-based CME Modeling and the Influence of the Drag-force on the CME Frontal Shape (invited talk)
    Type Personally asked as a key note speaker to a conference
    Level of Recognition Continental/International
  • 2021
    Title Forecasting the ambient solar wind from coronal magnetic models using Gradient Boosting Regression (invited talk)
    Type Personally asked as a key note speaker to a conference
    Level of Recognition Continental/International
  • 2021
    Title Alexander Chizhevsky Medal for Space Weather and Space Climate
    Type Medal
    Level of Recognition Continental/International
Fundings
  • 2022
    Title ERC Consolidator Grant 2021
    Type Research grant (including intramural programme)
    Start of Funding 2022
    Funder European Research Council (ERC)
  • 2022
    Title Verbesserte Modellierung und Vorhersage des Sonnenwindes
    Type Research grant (including intramural programme)
    Start of Funding 2022
    Funder Austrian Science Fund (FWF)
  • 2023
    Title Verbesserte Sonnensturmmodellierung mit Machine Learning
    Type Research grant (including intramural programme)
    Start of Funding 2023
    Funder Austrian Science Fund (FWF)

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