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Predicting Coronal Mass Ejections transit times to Earth with neural network


Sudar, Davor; Vršnak, Bojan; Dumbović, Mateja
Predicting Coronal Mass Ejections transit times to Earth with neural network // Monthly notices of the Royal Astronomical Society, 456 (2016), 2; 1542-1548 doi:10.1093/mnras/stv2782 (međunarodna recenzija, članak, znanstveni)


Naslov
Predicting Coronal Mass Ejections transit times to Earth with neural network

Autori
Sudar, Davor ; Vršnak, Bojan ; Dumbović, Mateja

Izvornik
Monthly notices of the Royal Astronomical Society (0035-8711) 456 (2016), 2; 1542-1548

Vrsta, podvrsta i kategorija rada
Radovi u časopisima, članak, znanstveni

Ključne riječi
Sun: coronal mass ejections (CMEs) ; solar-terrestrial relations

Sažetak
Predicting transit times of Coronal Mass Ejections (CMEs) from their initial parameters is a very important subject, not only from the scientific perspective, but also because CMEs represent a hazard for human technology. We used a neural network to analyze transit times for 153 events with only two input parameters: initial velocity of the CME, v, and Central Meridian Distance, CMD, of its associated flare. We found that transit time dependence on v is showing a typical drag-like pattern in the solar wind. The results show that the speed at which acceleration by drag changes to deceleration is around 500 km/s. Transit times are also found to be shorter for CMEs associated with flares on the western hemisphere than those originating on the eastern side of the Sun. We attribute this difference to the eastward deflection of CMEs on their path to 1 AU. The average error of the NN prediction in comparison to observations is around 12 hours which is comparable to other studies on the same subject.

Izvorni jezik
Engleski

Znanstvena područja
Fizika



POVEZANOST RADA


Projekt / tema
HRZZ-IP-2013-11-6212 - Promjenjivost Sunca i zvijezda (Bojan Vršnak, )

Ustanove
Geodetski fakultet, Zagreb

Profili:

Avatar Url Davor Sudar (autor)

Avatar Url Bojan Vršnak (autor)

Avatar Url Mateja Dumbović (autor)

Citiraj ovu publikaciju

Sudar, Davor; Vršnak, Bojan; Dumbović, Mateja
Predicting Coronal Mass Ejections transit times to Earth with neural network // Monthly notices of the Royal Astronomical Society, 456 (2016), 2; 1542-1548 doi:10.1093/mnras/stv2782 (međunarodna recenzija, članak, znanstveni)
Sudar, D., Vršnak, B. & Dumbović, M. (2016) Predicting Coronal Mass Ejections transit times to Earth with neural network. Monthly notices of the Royal Astronomical Society, 456 (2), 1542-1548 doi:10.1093/mnras/stv2782.
@article{article, year = {2016}, pages = {1542-1548}, DOI = {10.1093/mnras/stv2782}, keywords = {Sun: coronal mass ejections (CMEs), solar-terrestrial relations}, journal = {Monthly notices of the Royal Astronomical Society}, doi = {10.1093/mnras/stv2782}, volume = {456}, number = {2}, issn = {0035-8711}, title = {Predicting Coronal Mass Ejections transit times to Earth with neural network}, keyword = {Sun: coronal mass ejections (CMEs), solar-terrestrial relations} }

Časopis indeksira:


  • Current Contents Connect (CCC)
  • Web of Science Core Collection (WoSCC)
    • Science Citation Index Expanded (SCI-EXP)
    • SCI-EXP, SSCI i/ili A&HCI
  • Scopus


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