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 Bibliografske baze podataka

Pregled bibliografske jedinice broj: 806883

Časopis

Autori: Vilibić, Ivica; Šepić, Jadranka; Mihanović, Hrvoje; Kalinić, Hrvoje; Cosoli, Simone; Janeković, Ivica; Žagar, Nedjeljka; Jesenko, Blaž; Tudor, Martina; Dadić, Vlado; Ivanković, Damir
Naslov: Self-Organizing Maps-based ocean currents forecasting system
( Self-Organizing Maps-based ocean currents forecasting system )
Izvornik: Scientific Reports (2045-2322) 6 (2016); 22924/1-22924/7
Vrsta rada: članak
Ključne riječi: HF radars ; surface currents ; NWP model ; self-organising maps ; ocean forecast
( HF radars ; surface currents ; NWP model ; self-organising maps ; ocean forecast )
Sažetak:
An ocean surface currents forecasting system, based on a Self-Organizing Maps (SOM) neural network algorithm, high-frequency (HF) ocean radar measurements and numerical weather prediction (NWP) products, has been developed for a coastal area of the northern Adriatic and compared with operational ROMS-derived surface currents. The two systems differ significantly in architecture and algorithms, being based on either unsupervised learning techniques or ocean physics. To compare performance of the two methods, their forecasting skills were tested on independent datasets. The SOM-based forecasting system has a slightly better forecasting skill, especially during strong wind conditions, with potential for further improvement when data sets of higher quality and longer duration are used for training.
Projekt / tema: HRZZ-IP-2013-11-5928, HRZZ-IP-2014-09-5747
Izvorni jezik: eng
Rad je indeksiran u
bazama podataka:
Current Contents Connect (CCC)
MEDLINE
Scopus
SCI-EXP, SSCI i/ili A&HCI
Science Citation Index Expanded (SCI-EXP) (sastavni dio Web of Science Core Collectiona)
Kategorija: Znanstveni
Znanstvena područja:
Geologija
Puni text rada: 806883.srep22924.pdf (tekst priložen 22. Ožu. 2016. u 13:47 sati)
URL Internet adrese: http://www.nature.com/articles/srep22924
Broj citata:
Altmetric:
DOI: 10.1038/srep22924
URL cjelovitog teksta:
Časopis izlazi u samo elektroničkom izdanju: DA
Google Scholar: Self-Organizing Maps-based ocean currents forecasting system
Upisao u CROSBI: Martina Tudor (tudor@cirus.dhz.hr), 22. Ožu. 2016. u 13:47 sati



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