IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING
|
2023年
/
61卷
关键词:
Ocean waves;
Predictive models;
Atmospheric modeling;
Data assimilation;
Wind forecasting;
Data models;
Oceans;
Neural networks;
ocean wave field estimation;
wave buoys;
D O I:
10.1109/TGRS.2023.3334304
中图分类号:
P3 [地球物理学];
P59 [地球化学];
学科分类号:
0708 ;
070902 ;
摘要:
Estimating oceanic wave fields from sparse observations has been a long-standing challenge in oceanography and an important environmental metric desired for maritime operations. The requirement for frequent real-time updates of the wave field within the local area poses difficulties for data assimilation approaches, as they can be computationally complex and rely on external atmospheric forcing. The relationship between the wave field and local sparse observations is embedded in reanalysis or hindcast data. We propose a data-driven deep-learning model capable of estimating the local wave field using sparsely distributed floating wave buoys. This novel model simultaneously produces wave height, period, and direction, along with their respective uncertainties. In a year-long test period within a local fjord region characterized by complex wave patterns influenced by intricate geography, the proposed model demonstrates remarkable accuracy and efficiency in estimating wave fields. This study demonstrates the promising potential of data-driven deep-learning models as an alternative to rapidly estimating the wave field.
机构:
European Ctr Medium Range Weather Forecasts, Reading RG2 9AX, Berks, EnglandEuropean Ctr Medium Range Weather Forecasts, Reading RG2 9AX, Berks, England
Bauer, Peter
;
Thorpe, Alan
论文数: 0引用数: 0
h-index: 0
机构:
European Ctr Medium Range Weather Forecasts, Reading RG2 9AX, Berks, EnglandEuropean Ctr Medium Range Weather Forecasts, Reading RG2 9AX, Berks, England
Thorpe, Alan
;
Brunet, Gilbert
论文数: 0引用数: 0
h-index: 0
机构:
Environm Canada, Quebec City, PQ H9P 1J3, CanadaEuropean Ctr Medium Range Weather Forecasts, Reading RG2 9AX, Berks, England
机构:
IMT Atlantique Bretagne Pays Loire, 655 Av Technopole, F-29280 Plouzane, FranceIMT Atlantique Bretagne Pays Loire, 655 Av Technopole, F-29280 Plouzane, France
Beauchamp, Maxime
;
Febvre, Quentin
论文数: 0引用数: 0
h-index: 0
机构:
IMT Atlantique Bretagne Pays Loire, 655 Av Technopole, F-29280 Plouzane, FranceIMT Atlantique Bretagne Pays Loire, 655 Av Technopole, F-29280 Plouzane, France
Febvre, Quentin
;
Georgenthum, Hugo
论文数: 0引用数: 0
h-index: 0
机构:
IMT Atlantique Bretagne Pays Loire, 655 Av Technopole, F-29280 Plouzane, FranceIMT Atlantique Bretagne Pays Loire, 655 Av Technopole, F-29280 Plouzane, France
Georgenthum, Hugo
;
Fablet, Ronan
论文数: 0引用数: 0
h-index: 0
机构:
IMT Atlantique Bretagne Pays Loire, 655 Av Technopole, F-29280 Plouzane, FranceIMT Atlantique Bretagne Pays Loire, 655 Av Technopole, F-29280 Plouzane, France
机构:
Univ Paris Est, CEREA, Joint Lab Ecole Ponts ParisTech, Champs Sur Marne, France
Univ Paris Est, EDF R&D, Champs Sur Marne, FranceNansen Environm & Remote Sensing Ctr, Bergen, Norway
机构:
Hohai Univ, Coll Comp & Informat, Nanjing 211100, Peoples R ChinaHohai Univ, Coll Comp & Informat, Nanjing 211100, Peoples R China
Chen, Zhonghao
;
Hong, Danfeng
论文数: 0引用数: 0
h-index: 0
机构:
Chinese Acad Sci, Aerosp Informat Res Inst, Key Lab Digital Earth Sci, Beijing 100094, Peoples R ChinaHohai Univ, Coll Comp & Informat, Nanjing 211100, Peoples R China
Hong, Danfeng
;
Gao, Hongmin
论文数: 0引用数: 0
h-index: 0
机构:
Hohai Univ, Coll Comp & Informat, Nanjing 211100, Peoples R ChinaHohai Univ, Coll Comp & Informat, Nanjing 211100, Peoples R China
机构:
Google Inc, Google Res, 1600 Amphitheatre Pkwy, Mountain View, CA 94043 USAGoogle Inc, Google Res, 1600 Amphitheatre Pkwy, Mountain View, CA 94043 USA
Espeholt, Lasse
;
Agrawal, Shreya
论文数: 0引用数: 0
h-index: 0
机构:
Google Inc, Google Res, 1600 Amphitheatre Pkwy, Mountain View, CA 94043 USAGoogle Inc, Google Res, 1600 Amphitheatre Pkwy, Mountain View, CA 94043 USA
Agrawal, Shreya
;
Sonderby, Casper
论文数: 0引用数: 0
h-index: 0
机构:
Google Inc, Google Res, 1600 Amphitheatre Pkwy, Mountain View, CA 94043 USAGoogle Inc, Google Res, 1600 Amphitheatre Pkwy, Mountain View, CA 94043 USA
Sonderby, Casper
;
Kumar, Manoj
论文数: 0引用数: 0
h-index: 0
机构:
Google Inc, Google Res, 1600 Amphitheatre Pkwy, Mountain View, CA 94043 USAGoogle Inc, Google Res, 1600 Amphitheatre Pkwy, Mountain View, CA 94043 USA
Kumar, Manoj
;
Heek, Jonathan
论文数: 0引用数: 0
h-index: 0
机构:
Google Inc, Google Res, 1600 Amphitheatre Pkwy, Mountain View, CA 94043 USAGoogle Inc, Google Res, 1600 Amphitheatre Pkwy, Mountain View, CA 94043 USA
Heek, Jonathan
;
Bromberg, Carla
论文数: 0引用数: 0
h-index: 0
机构:
Google Inc, Google Res, 1600 Amphitheatre Pkwy, Mountain View, CA 94043 USAGoogle Inc, Google Res, 1600 Amphitheatre Pkwy, Mountain View, CA 94043 USA
Bromberg, Carla
;
Gazen, Cenk
论文数: 0引用数: 0
h-index: 0
机构:
Google Inc, Google Res, 1600 Amphitheatre Pkwy, Mountain View, CA 94043 USAGoogle Inc, Google Res, 1600 Amphitheatre Pkwy, Mountain View, CA 94043 USA
Gazen, Cenk
;
Carver, Rob
论文数: 0引用数: 0
h-index: 0
机构:
Google Inc, Google Res, 1600 Amphitheatre Pkwy, Mountain View, CA 94043 USAGoogle Inc, Google Res, 1600 Amphitheatre Pkwy, Mountain View, CA 94043 USA
Carver, Rob
;
Andrychowicz, Marcin
论文数: 0引用数: 0
h-index: 0
机构:
Google Inc, Google Res, 1600 Amphitheatre Pkwy, Mountain View, CA 94043 USAGoogle Inc, Google Res, 1600 Amphitheatre Pkwy, Mountain View, CA 94043 USA
Andrychowicz, Marcin
;
Hickey, Jason
论文数: 0引用数: 0
h-index: 0
机构:
Google Inc, Google Res, 1600 Amphitheatre Pkwy, Mountain View, CA 94043 USAGoogle Inc, Google Res, 1600 Amphitheatre Pkwy, Mountain View, CA 94043 USA
Hickey, Jason
;
Bell, Aaron
论文数: 0引用数: 0
h-index: 0
机构:
Google Inc, Google Res, 1600 Amphitheatre Pkwy, Mountain View, CA 94043 USAGoogle Inc, Google Res, 1600 Amphitheatre Pkwy, Mountain View, CA 94043 USA
Bell, Aaron
;
Kalchbrenner, Nal
论文数: 0引用数: 0
h-index: 0
机构:
Google Inc, Google Res, 1600 Amphitheatre Pkwy, Mountain View, CA 94043 USAGoogle Inc, Google Res, 1600 Amphitheatre Pkwy, Mountain View, CA 94043 USA
机构:
European Ctr Medium Range Weather Forecasts, Reading RG2 9AX, Berks, EnglandEuropean Ctr Medium Range Weather Forecasts, Reading RG2 9AX, Berks, England
Bauer, Peter
;
Thorpe, Alan
论文数: 0引用数: 0
h-index: 0
机构:
European Ctr Medium Range Weather Forecasts, Reading RG2 9AX, Berks, EnglandEuropean Ctr Medium Range Weather Forecasts, Reading RG2 9AX, Berks, England
Thorpe, Alan
;
Brunet, Gilbert
论文数: 0引用数: 0
h-index: 0
机构:
Environm Canada, Quebec City, PQ H9P 1J3, CanadaEuropean Ctr Medium Range Weather Forecasts, Reading RG2 9AX, Berks, England
机构:
IMT Atlantique Bretagne Pays Loire, 655 Av Technopole, F-29280 Plouzane, FranceIMT Atlantique Bretagne Pays Loire, 655 Av Technopole, F-29280 Plouzane, France
Beauchamp, Maxime
;
Febvre, Quentin
论文数: 0引用数: 0
h-index: 0
机构:
IMT Atlantique Bretagne Pays Loire, 655 Av Technopole, F-29280 Plouzane, FranceIMT Atlantique Bretagne Pays Loire, 655 Av Technopole, F-29280 Plouzane, France
Febvre, Quentin
;
Georgenthum, Hugo
论文数: 0引用数: 0
h-index: 0
机构:
IMT Atlantique Bretagne Pays Loire, 655 Av Technopole, F-29280 Plouzane, FranceIMT Atlantique Bretagne Pays Loire, 655 Av Technopole, F-29280 Plouzane, France
Georgenthum, Hugo
;
Fablet, Ronan
论文数: 0引用数: 0
h-index: 0
机构:
IMT Atlantique Bretagne Pays Loire, 655 Av Technopole, F-29280 Plouzane, FranceIMT Atlantique Bretagne Pays Loire, 655 Av Technopole, F-29280 Plouzane, France
机构:
Univ Paris Est, CEREA, Joint Lab Ecole Ponts ParisTech, Champs Sur Marne, France
Univ Paris Est, EDF R&D, Champs Sur Marne, FranceNansen Environm & Remote Sensing Ctr, Bergen, Norway
机构:
Hohai Univ, Coll Comp & Informat, Nanjing 211100, Peoples R ChinaHohai Univ, Coll Comp & Informat, Nanjing 211100, Peoples R China
Chen, Zhonghao
;
Hong, Danfeng
论文数: 0引用数: 0
h-index: 0
机构:
Chinese Acad Sci, Aerosp Informat Res Inst, Key Lab Digital Earth Sci, Beijing 100094, Peoples R ChinaHohai Univ, Coll Comp & Informat, Nanjing 211100, Peoples R China
Hong, Danfeng
;
Gao, Hongmin
论文数: 0引用数: 0
h-index: 0
机构:
Hohai Univ, Coll Comp & Informat, Nanjing 211100, Peoples R ChinaHohai Univ, Coll Comp & Informat, Nanjing 211100, Peoples R China
机构:
Google Inc, Google Res, 1600 Amphitheatre Pkwy, Mountain View, CA 94043 USAGoogle Inc, Google Res, 1600 Amphitheatre Pkwy, Mountain View, CA 94043 USA
Espeholt, Lasse
;
Agrawal, Shreya
论文数: 0引用数: 0
h-index: 0
机构:
Google Inc, Google Res, 1600 Amphitheatre Pkwy, Mountain View, CA 94043 USAGoogle Inc, Google Res, 1600 Amphitheatre Pkwy, Mountain View, CA 94043 USA
Agrawal, Shreya
;
Sonderby, Casper
论文数: 0引用数: 0
h-index: 0
机构:
Google Inc, Google Res, 1600 Amphitheatre Pkwy, Mountain View, CA 94043 USAGoogle Inc, Google Res, 1600 Amphitheatre Pkwy, Mountain View, CA 94043 USA
Sonderby, Casper
;
Kumar, Manoj
论文数: 0引用数: 0
h-index: 0
机构:
Google Inc, Google Res, 1600 Amphitheatre Pkwy, Mountain View, CA 94043 USAGoogle Inc, Google Res, 1600 Amphitheatre Pkwy, Mountain View, CA 94043 USA
Kumar, Manoj
;
Heek, Jonathan
论文数: 0引用数: 0
h-index: 0
机构:
Google Inc, Google Res, 1600 Amphitheatre Pkwy, Mountain View, CA 94043 USAGoogle Inc, Google Res, 1600 Amphitheatre Pkwy, Mountain View, CA 94043 USA
Heek, Jonathan
;
Bromberg, Carla
论文数: 0引用数: 0
h-index: 0
机构:
Google Inc, Google Res, 1600 Amphitheatre Pkwy, Mountain View, CA 94043 USAGoogle Inc, Google Res, 1600 Amphitheatre Pkwy, Mountain View, CA 94043 USA
Bromberg, Carla
;
Gazen, Cenk
论文数: 0引用数: 0
h-index: 0
机构:
Google Inc, Google Res, 1600 Amphitheatre Pkwy, Mountain View, CA 94043 USAGoogle Inc, Google Res, 1600 Amphitheatre Pkwy, Mountain View, CA 94043 USA
Gazen, Cenk
;
Carver, Rob
论文数: 0引用数: 0
h-index: 0
机构:
Google Inc, Google Res, 1600 Amphitheatre Pkwy, Mountain View, CA 94043 USAGoogle Inc, Google Res, 1600 Amphitheatre Pkwy, Mountain View, CA 94043 USA
Carver, Rob
;
Andrychowicz, Marcin
论文数: 0引用数: 0
h-index: 0
机构:
Google Inc, Google Res, 1600 Amphitheatre Pkwy, Mountain View, CA 94043 USAGoogle Inc, Google Res, 1600 Amphitheatre Pkwy, Mountain View, CA 94043 USA
Andrychowicz, Marcin
;
Hickey, Jason
论文数: 0引用数: 0
h-index: 0
机构:
Google Inc, Google Res, 1600 Amphitheatre Pkwy, Mountain View, CA 94043 USAGoogle Inc, Google Res, 1600 Amphitheatre Pkwy, Mountain View, CA 94043 USA
Hickey, Jason
;
Bell, Aaron
论文数: 0引用数: 0
h-index: 0
机构:
Google Inc, Google Res, 1600 Amphitheatre Pkwy, Mountain View, CA 94043 USAGoogle Inc, Google Res, 1600 Amphitheatre Pkwy, Mountain View, CA 94043 USA
Bell, Aaron
;
Kalchbrenner, Nal
论文数: 0引用数: 0
h-index: 0
机构:
Google Inc, Google Res, 1600 Amphitheatre Pkwy, Mountain View, CA 94043 USAGoogle Inc, Google Res, 1600 Amphitheatre Pkwy, Mountain View, CA 94043 USA