Abstract:
:Forecasting fields of oceanic phenomena has long been dependent on physical equation-based numerical models. The challenge is that many natural processes need to be considered for understanding complicated phenomena. In contrast, rules of the processes are already embedded in the time-series observation itself. Thus, inspired by largely available satellite remote sensing data and the advance of deep learning technology, we developed a purely satellite data-driven deep learning model for forecasting the sea surface temperature evolution associated with a typical phenomenon: a tropical instability wave. During the testing period of 9 years (2010-2019), our model accurately and efficiently forecasts the sea surface temperature field. This study demonstrates the strong potential of the satellite data-driven deep learning model as an alternative to traditional numerical models for forecasting oceanic phenomena.
journal_name
Sci Advjournal_title
Science advancesauthors
Zheng G,Li X,Zhang RH,Liu Bdoi
10.1126/sciadv.aba1482subject
Has Abstractpub_date
2020-07-15 00:00:00pages
eaba1482issue
29issn
2375-2548pii
aba1482journal_volume
6pub_type
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