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Validation and error analysis of wave-modified ocean surface currents in the northwestern Pacific Ocean
By incorporating the wave-induced Coriolis-Stokes forcing into the classical Ekman layer, the wave-modified ocean surface currents in the northwestern Pacific Ocean were estimated. Thus, the ocean surface currents are the combination of classical Ekman current from the cross-calibrated multi-platfor...
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Published in: | Journal of oceanology and limnology 2022-07, Vol.40 (4), p.1289-1303 |
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description | By incorporating the wave-induced Coriolis-Stokes forcing into the classical Ekman layer, the wave-modified ocean surface currents in the northwestern Pacific Ocean were estimated. Thus, the ocean surface currents are the combination of classical Ekman current from the cross-calibrated multi-platform (CCMP) wind speed, geostrophic current from the mean absolute dynamic topography (MADT), and wave-induced current based on the European Centre for Medium-Range Weather Forecasts (ECMWF) Interim Re-Analysis (ERA-Interim) surface wave datasets. Weight functions are introduced in the Ekman current formulation as well. Comparisons with in-situ data from Lagrangian drifters in the study area and Kuroshio Extension Observatory (KEO) observations at 32.3°N, 144.6°E, and 15-m depth indicate that wave-modified ocean surface currents provide accurate time means of zonal and meridional currents in the northwestern Pacific Ocean. Result shows that the wave-modified currents are quite consistent with the Lagrangian drifter observations for the period 1993–2017 in the deep ocean. The correlation (root mean square error, RMSE) is 0.96 (1.45 cm/s) for the zonal component and 0.90 (1.07 cm/s) for the meridional component. However, wave-modified currents underestimate the Lagrangian drifter velocity in strong current and some offshore regions, especially in the regions along the Japan coast and the southeastern Mindanao. What’s more, the wave-modified currents overestimate the pure Eulerian KEO current which does not consider the impact of waves, and the zonal (meridional) correlation and RMSE are 0.95 (0.90) and 11.25 cm/s (12.05 cm/s) respectively. These comparisons demonstrate that our wave-modified ocean surface currents have high precision and can describe the real-world ocean in the northwestern Pacific Ocean accurately and intuitively, which can provide important routes to calculate ocean surface currents on large spatial scales. |
doi_str_mv | 10.1007/s00343-021-1182-y |
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Thus, the ocean surface currents are the combination of classical Ekman current from the cross-calibrated multi-platform (CCMP) wind speed, geostrophic current from the mean absolute dynamic topography (MADT), and wave-induced current based on the European Centre for Medium-Range Weather Forecasts (ECMWF) Interim Re-Analysis (ERA-Interim) surface wave datasets. Weight functions are introduced in the Ekman current formulation as well. Comparisons with in-situ data from Lagrangian drifters in the study area and Kuroshio Extension Observatory (KEO) observations at 32.3°N, 144.6°E, and 15-m depth indicate that wave-modified ocean surface currents provide accurate time means of zonal and meridional currents in the northwestern Pacific Ocean. Result shows that the wave-modified currents are quite consistent with the Lagrangian drifter observations for the period 1993–2017 in the deep ocean. The correlation (root mean square error, RMSE) is 0.96 (1.45 cm/s) for the zonal component and 0.90 (1.07 cm/s) for the meridional component. However, wave-modified currents underestimate the Lagrangian drifter velocity in strong current and some offshore regions, especially in the regions along the Japan coast and the southeastern Mindanao. What’s more, the wave-modified currents overestimate the pure Eulerian KEO current which does not consider the impact of waves, and the zonal (meridional) correlation and RMSE are 0.95 (0.90) and 11.25 cm/s (12.05 cm/s) respectively. These comparisons demonstrate that our wave-modified ocean surface currents have high precision and can describe the real-world ocean in the northwestern Pacific Ocean accurately and intuitively, which can provide important routes to calculate ocean surface currents on large spatial scales.</description><identifier>ISSN: 2096-5508</identifier><identifier>EISSN: 2523-3521</identifier><identifier>DOI: 10.1007/s00343-021-1182-y</identifier><language>eng</language><publisher>Heidelberg: Science Press</publisher><subject>Correlation ; Drift ; Drifters ; Dynamic topography ; Earth and Environmental Science ; Earth Sciences ; Ekman layer ; Error analysis ; Laboratories ; Limnology ; Ocean circulation ; Ocean currents ; Ocean surface ; Oceanography ; Offshore ; Physics ; Regions ; Root-mean-square errors ; Science ; Surface currents ; Surface water waves ; Surface waves ; Topography ; Velocity ; Wave analysis ; Weather forecasting ; Weighting functions ; Wind speed</subject><ispartof>Journal of oceanology and limnology, 2022-07, Vol.40 (4), p.1289-1303</ispartof><rights>Chinese Society for Oceanology and Limnology, Science Press and Springer-Verlag GmbH Germany, part of Springer Nature 2022</rights><rights>Chinese Society for Oceanology and Limnology, Science Press and Springer-Verlag GmbH Germany, part of Springer Nature 2022.</rights><rights>Copyright © Wanfang Data Co. Ltd. All Rights Reserved.</rights><lds50>peer_reviewed</lds50><woscitedreferencessubscribed>false</woscitedreferencessubscribed><cites>FETCH-LOGICAL-c302t-3fd5695861ffd497521cb9e85c4802462dfb0222c1de16a926d1a9d0957b3fa23</cites></display><links><openurl>$$Topenurl_article</openurl><openurlfulltext>$$Topenurlfull_article</openurlfulltext><thumbnail>$$Uhttp://www.wanfangdata.com.cn/images/PeriodicalImages/zghyhzxb/zghyhzxb.jpg</thumbnail><link.rule.ids>314,780,784,27924,27925</link.rule.ids></links><search><creatorcontrib>Hui, Zhenli</creatorcontrib><creatorcontrib>Li, Ying</creatorcontrib><creatorcontrib>Sun, Jia</creatorcontrib><creatorcontrib>Yu, Long</creatorcontrib><creatorcontrib>Ju, Xia</creatorcontrib><creatorcontrib>Xiong, Xuejun</creatorcontrib><title>Validation and error analysis of wave-modified ocean surface currents in the northwestern Pacific Ocean</title><title>Journal of oceanology and limnology</title><addtitle>J. Ocean. Limnol</addtitle><description>By incorporating the wave-induced Coriolis-Stokes forcing into the classical Ekman layer, the wave-modified ocean surface currents in the northwestern Pacific Ocean were estimated. Thus, the ocean surface currents are the combination of classical Ekman current from the cross-calibrated multi-platform (CCMP) wind speed, geostrophic current from the mean absolute dynamic topography (MADT), and wave-induced current based on the European Centre for Medium-Range Weather Forecasts (ECMWF) Interim Re-Analysis (ERA-Interim) surface wave datasets. Weight functions are introduced in the Ekman current formulation as well. Comparisons with in-situ data from Lagrangian drifters in the study area and Kuroshio Extension Observatory (KEO) observations at 32.3°N, 144.6°E, and 15-m depth indicate that wave-modified ocean surface currents provide accurate time means of zonal and meridional currents in the northwestern Pacific Ocean. Result shows that the wave-modified currents are quite consistent with the Lagrangian drifter observations for the period 1993–2017 in the deep ocean. The correlation (root mean square error, RMSE) is 0.96 (1.45 cm/s) for the zonal component and 0.90 (1.07 cm/s) for the meridional component. However, wave-modified currents underestimate the Lagrangian drifter velocity in strong current and some offshore regions, especially in the regions along the Japan coast and the southeastern Mindanao. What’s more, the wave-modified currents overestimate the pure Eulerian KEO current which does not consider the impact of waves, and the zonal (meridional) correlation and RMSE are 0.95 (0.90) and 11.25 cm/s (12.05 cm/s) respectively. These comparisons demonstrate that our wave-modified ocean surface currents have high precision and can describe the real-world ocean in the northwestern Pacific Ocean accurately and intuitively, which can provide important routes to calculate ocean surface currents on large spatial scales.</description><subject>Correlation</subject><subject>Drift</subject><subject>Drifters</subject><subject>Dynamic topography</subject><subject>Earth and Environmental Science</subject><subject>Earth Sciences</subject><subject>Ekman layer</subject><subject>Error analysis</subject><subject>Laboratories</subject><subject>Limnology</subject><subject>Ocean circulation</subject><subject>Ocean currents</subject><subject>Ocean surface</subject><subject>Oceanography</subject><subject>Offshore</subject><subject>Physics</subject><subject>Regions</subject><subject>Root-mean-square errors</subject><subject>Science</subject><subject>Surface currents</subject><subject>Surface water waves</subject><subject>Surface waves</subject><subject>Topography</subject><subject>Velocity</subject><subject>Wave analysis</subject><subject>Weather forecasting</subject><subject>Weighting functions</subject><subject>Wind speed</subject><issn>2096-5508</issn><issn>2523-3521</issn><fulltext>true</fulltext><rsrctype>article</rsrctype><creationdate>2022</creationdate><recordtype>article</recordtype><recordid>eNp1kE1LAzEQhhdRsGh_gLeAJw_RyexmuzlK8QsKelCvIc1Hu6Ummmyt219vygo9eZo5PM_LzFsUFwyuGcDkJgGUVUkBGWWsQdofFSPkWNKSIzvOO4iacg7NaTFOaQUACA0C56Ni8a7WrVFdGzxR3hAbY4h5U-s-tYkER7bq29KPYFrXWkOCtsqTtIlOaUv0Jkbru0RaT7qlJT7Ebrm1qbPRkxels6PJ8145L06cWic7_ptnxdv93ev0kc6eH56mtzOqS8COls7wWvCmZs6ZSkzy_XoubMN11QBWNRo3B0TUzFhWK4G1YUoYEHwyL53C8qy4GnK3yjvlF3IVNjF_k-RuseyXu585Zh8qAJbZy4H9jOFrk68-wChYA5xVQmSKDZSOIaVonfyM7YeKvWQg9_XLoX6Z65f7-mWfHRyclFm_sPGQ_L_0C2QQiDQ</recordid><startdate>20220701</startdate><enddate>20220701</enddate><creator>Hui, Zhenli</creator><creator>Li, Ying</creator><creator>Sun, Jia</creator><creator>Yu, Long</creator><creator>Ju, Xia</creator><creator>Xiong, Xuejun</creator><general>Science Press</general><general>Springer Nature B.V</general><general>Shandong Key Laboratory of Marine Science and Numerical Modeling,Qingdao 266061,China%First Institute of Oceanography,and Key Laboratory of Marine Science and Numerical Modeling,Ministry of Natural Resources,Qingdao 266061,China</general><general>Shandong Key Laboratory of Marine Science and Numerical Modeling,Qingdao 266061,China</general><general>Laboratory for Regional Oceanography and Numerical Modeling,Pilot National Laboratory for Marine Science and Technology(Qingdao),Qingdao 266237,China</general><scope>AAYXX</scope><scope>CITATION</scope><scope>3V.</scope><scope>7QH</scope><scope>7QL</scope><scope>7SN</scope><scope>7TN</scope><scope>7U7</scope><scope>7UA</scope><scope>7XB</scope><scope>88I</scope><scope>8FK</scope><scope>ABUWG</scope><scope>AFKRA</scope><scope>AZQEC</scope><scope>BENPR</scope><scope>BHPHI</scope><scope>BKSAR</scope><scope>C1K</scope><scope>CCPQU</scope><scope>DWQXO</scope><scope>F1W</scope><scope>GNUQQ</scope><scope>H96</scope><scope>HCIFZ</scope><scope>L.G</scope><scope>M2P</scope><scope>M7N</scope><scope>PCBAR</scope><scope>PQEST</scope><scope>PQQKQ</scope><scope>PQUKI</scope><scope>Q9U</scope><scope>2B.</scope><scope>4A8</scope><scope>92I</scope><scope>93N</scope><scope>PSX</scope><scope>TCJ</scope></search><sort><creationdate>20220701</creationdate><title>Validation and error analysis of wave-modified ocean surface currents in the northwestern Pacific Ocean</title><author>Hui, Zhenli ; 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Ocean. Limnol</stitle><date>2022-07-01</date><risdate>2022</risdate><volume>40</volume><issue>4</issue><spage>1289</spage><epage>1303</epage><pages>1289-1303</pages><issn>2096-5508</issn><eissn>2523-3521</eissn><abstract>By incorporating the wave-induced Coriolis-Stokes forcing into the classical Ekman layer, the wave-modified ocean surface currents in the northwestern Pacific Ocean were estimated. Thus, the ocean surface currents are the combination of classical Ekman current from the cross-calibrated multi-platform (CCMP) wind speed, geostrophic current from the mean absolute dynamic topography (MADT), and wave-induced current based on the European Centre for Medium-Range Weather Forecasts (ECMWF) Interim Re-Analysis (ERA-Interim) surface wave datasets. Weight functions are introduced in the Ekman current formulation as well. Comparisons with in-situ data from Lagrangian drifters in the study area and Kuroshio Extension Observatory (KEO) observations at 32.3°N, 144.6°E, and 15-m depth indicate that wave-modified ocean surface currents provide accurate time means of zonal and meridional currents in the northwestern Pacific Ocean. Result shows that the wave-modified currents are quite consistent with the Lagrangian drifter observations for the period 1993–2017 in the deep ocean. The correlation (root mean square error, RMSE) is 0.96 (1.45 cm/s) for the zonal component and 0.90 (1.07 cm/s) for the meridional component. However, wave-modified currents underestimate the Lagrangian drifter velocity in strong current and some offshore regions, especially in the regions along the Japan coast and the southeastern Mindanao. What’s more, the wave-modified currents overestimate the pure Eulerian KEO current which does not consider the impact of waves, and the zonal (meridional) correlation and RMSE are 0.95 (0.90) and 11.25 cm/s (12.05 cm/s) respectively. These comparisons demonstrate that our wave-modified ocean surface currents have high precision and can describe the real-world ocean in the northwestern Pacific Ocean accurately and intuitively, which can provide important routes to calculate ocean surface currents on large spatial scales.</abstract><cop>Heidelberg</cop><pub>Science Press</pub><doi>10.1007/s00343-021-1182-y</doi><tpages>15</tpages></addata></record> |
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subjects | Correlation Drift Drifters Dynamic topography Earth and Environmental Science Earth Sciences Ekman layer Error analysis Laboratories Limnology Ocean circulation Ocean currents Ocean surface Oceanography Offshore Physics Regions Root-mean-square errors Science Surface currents Surface water waves Surface waves Topography Velocity Wave analysis Weather forecasting Weighting functions Wind speed |
title | Validation and error analysis of wave-modified ocean surface currents in the northwestern Pacific Ocean |
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