[en] DIVAnd (Data-Interpolating Variational Analysis, in n-dimensions) is a tool to interpolate observations on a regular grid using the variational inverse method. We have extended DIVAnd to include additional dynamic constraints relevant to surface currents, including imposing a zero normal velocity at the coastline, imposing a low horizontal divergence of the surface currents, temporal coherence and simplified dynamics based on the Coriolis force and the possibility of including a surface pressure gradient. The impact of these constraints is evaluated by cross-validation using the HF (High-Frequency) radar surface current observations in the Ibiza Channel from the Balearic Islands Coastal Ocean Observing and Forecasting System (SOCIB). A small fraction of the radial current observations are set aside to validate the velocity reconstruction. The remaining radial currents from the two radar sites are combined to derive total surface currents using DIVAnd and then compared to the cross-validation data set and to drifter observations. The benefit of the dynamic constraints is shown relative to a variational interpolation without these dynamical constraints. The best results were obtained using the Coriolis force and the surface pressure gradient as a constraint which are able to improve the reconstruction from the Open-boundary Modal Analysis, a quite commonly used method to interpolate HF radar observations, once multiple time instances are considered together.
Research Center/Unit :
FOCUS - Freshwater and OCeanic science Unit of reSearch - ULiège
Disciplines :
Earth sciences & physical geography
Author, co-author :
Barth, Alexander ; Université de Liège - ULiège > Département d'astrophys., géophysique et océanographie (AGO) > GeoHydrodynamics and Environment Research (GHER)
Troupin, Charles ; Université de Liège - ULiège > Département d'astrophys., géophysique et océanographie (AGO) > GeoHydrodynamics and Environment Research (GHER)
Emma, Reyes
Alvera Azcarate, Aida ; Université de Liège - ULiège > Département d'astrophys., géophysique et océanographie (AGO) > GeoHydrodynamics and Environment Research (GHER)
Beckers, Jean-Marie ; Université de Liège - ULiège > Département d'astrophys., géophysique et océanographie (AGO) > GeoHydrodynamics and Environment Research (GHER)
Joaquı́n, Tintoré
Language :
English
Title :
Variational interpolation of high-frequency radar surface currents using DIVAnd
Publication date :
2021
Journal title :
Ocean Dynamics
ISSN :
1616-7341
eISSN :
1616-7228
Publisher :
Springer, Germany
Volume :
71
Pages :
293–308
Peer reviewed :
Peer Reviewed verified by ORBi
European Projects :
H2020 - 730960 - SeaDataCloud - SeaDataCloud - Further developing the pan-European infrastructure for marine and ocean data management
Name of the research project :
SeaDataCloud project; JERICO-S3 project EMODnet - European Marine Observation and Data Network project
Funders :
F.R.S.-FNRS - Fonds de la Recherche Scientifique EU - European Union EC - European Commission
Funding text :
The F.R.S.-FNRS (Fonds de la Recherche Scientifique de Belgique) is acknowledged for funding the position of Alexander Barth. Computational resources have been provided in part by the Consortium des Equipements de Calcul Intensif (CECI), funded by the F.R.S.-FNRS under Grant No. 2.5020.11 and by the Walloon Region. Support from the SeaDataCloud project (grant agreement no. 730960) and the JERICO-S3 project (grant
agreement no. 871153) funded by European Union's Horizon 2020 and the EMODnet Physics project, funded by the European Commission Directorate General for Maritime Afairs and Fisheries are also gratefully acknowledged.
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Bibliography
Abascal AJ, Castanedo S, Medina R, Losada IJ, Alvarez-Fanjul E (2009) Application of HF radar currents to oil spill modelling. Mar Pollut Bull 58(2):238–248. 10.1016/j.marpolbul.2008.09.020 DOI: 10.1016/j.marpolbul.2008.09.020
Alvera-Azcárate A, Barth A, Rixen M, Beckers JM (2005) Reconstruction of incomplete oceanographic data sets using Empirical Orthogonal Functions. Application to the Adriatic Sea Surface Temperature. Ocean Model 9:325–346. 10.1016/j.ocemod.2004.08.001. http://hdl.handle.net/2268/4296 DOI: 10.1016/j.ocemod.2004.08.001
Alvera-Azcárate A, Barth A, Sirjacobs D, Beckers JM (2009) Enhancing temporal correlations in EOF expansions for the reconstruction of missing data using DINEOF. Ocean Sci 5:475–485. 10.5194/os-5-475-2009. http://www.ocean-sci.net/5/475/2009/ DOI: 10.5194/os-5-475-2009
Alvera-Azcárate A, Vanhellemont Q, Ruddick K, Barth A, Beckers JM (2015) Analysis of high frequency geostationary ocean colour data using DINEOF. Estuar Coast Shelf Sci 159:28–36. 10.1016/j.ecss.2015.03.026 DOI: 10.1016/j.ecss.2015.03.026
Alvera-Azcárate A, Barth A, Parard G, Beckers JM (2016) 10.1016/j.rse.2016.02.044, special Issue: ESA’s Soil Moisture and Ocean Salinity Mission - Achievements and Applications. Remote Sens Environ 180:137–145 DOI: 10.1016/j.rse.2016.02.044
Arakawa A, Lamb V (1977) Computational design of the basic dynamical process of the UCLA general circulation model. Methods in Computational Physics. Academic Press, Cambridge, pp 173–265
Barrick D (1978) HF radio oceanography–a review. Boundary–Layer Meteorol 13:23–43 DOI: 10.1007/BF00913860
Barth A, Beckers JM, Troupin C, Alvera-Azcárate A, Vandenbulcke L (2014) divand-1.0: n-dimensional variational data analysis for ocean observations. Geosci Model Dev 7(1):225–241. 10.5194/gmd-7-225-2014. http://www.geosci-model-dev.net/7/225/2014/ DOI: 10.5194/gmd-7-225-2014
Beckers JM, Rixen M (2003) EOF calculation and data filling from incomplete oceanographic datasets. J Atmos Ocean Technol 20:1839–1856. 10.1175/1520-0426(2003)020<1839:ECADFF>2.0.CO;2
Beckers JM, Barth A, Alvera-Azcárate A (2006) DINEOF reconstruction of clouded images including error maps. Application to the Sea Surface Temperature around Corsican Island. Ocean Sci 2:183–199. 10.5194/os-2-183-2006 DOI: 10.5194/os-2-183-2006
Beckers JM, Barth A, Troupin C, Alvera-Azcárate A (2014) Approximate and efficient methods to assess error fields in spatial gridding with data interpolating variational analysis (DIVA). J Atmos Ocean Technol 31:515–530. 10.1175/JTECH-D-13-00130.1. http://hdl.handle.net/2268/161069 DOI: 10.1175/JTECH-D-13-00130.1
Brankart JM, Brasseur P (1996) Optimal analysis of in situ data in the Western Mediterranean using statistics and cross-validation. J Atmos Ocean Technol 13(2):477–491. 10.1175/1520-0426(1996)013<0477:OAOISD>2.0.CO;2 DOI: 10.1175/1520-0426(1996)013<0477:OAOISD>2.0.CO;2
Brasseur P, Haus J (1991) Application of a 3–D variational inverse model to the analysis of ecohydrodynamic data in the Northern Bering and Southern Chuckchi seas. J Mar Syst 1:383–401. 10.1016/0924-7963(91)90006-G DOI: 10.1016/0924-7963(91)90006-G
Chapman RD, Graber HC (1997) Validation of HF radar measurements. Oceanography 10:76–79. 10.5670/oceanog.1997.28 DOI: 10.5670/oceanog.1997.28
CODAR (2016) LLUV File Format. CODAR. http://support.codar.com/Technicians_Information_Page_for_SeaSondes/Manuals_Documentation_Release_8/File_Formats/File_LLUV.pdf, accessed: 15 April
Crombie DD (1955) Doppler spectrum of sea echo at 13.65 Mc./s. Nature 176:681–682. 10.1038/175681a0 DOI: 10.1038/175681a0
Davis RE (1985) Drifter observations of coastal surface currents during code: The method and descriptive view. J Geophys Res Oceans 90(C3):4741–4755. 10.1029/JC090iC03p04741, https://agupubs.onlinelibrary.wiley.com/doi/pdf/10.1029/JC090iC03p04741 DOI: 10.1029/JC090iC03p04741
Emery BM, Washburn L, Love MS, Nishimoto MM, Ohlmann JC (2006) Do oil and gas platforms reduce the recruitment of bocaccio (Sebastes paucispinis) to natural habitat? An analysis based on trajectories derived from high-frequency radar. Fish Bull 104(3):391–400
EMODnet Bathymetry Consortium (2016) EMODnet Digital Bathymetry (DTM 2016). 10.12770/c7b53704-999d-4721-b1a3-04ec60c87238
Feldt R (2019) Robertfeldt/BlackBoxOptim,.jl. https://github.com/robertfeldt/BlackBoxOptim.jl, version 0.5.0
Fredj E, Roarty H, Kohut J, Smith M, Glenn S (2016) Gap filling of the coastal ocean surface currents from HFR data: application to the mid-atlantic bight HFR network. J Atmos Oceanic Tech 33 (6):1097–1111. 10.1175/JTECH-D-15-0056.1 DOI: 10.1175/JTECH-D-15-0056.1
Graber HC, Haus BK, Chapman RD, Shay LK (1997) HF radar comparisons with moored estimates of current speed and direction: Expected differences and implications. J Geophys Res Oceans 102 (C8):18,749–18,766. 10.1029/97JC01190 DOI: 10.1029/97JC01190
Gurgel KW (1994) Shipborne measurement of surface current fields by HF radar (extended version). L’Onde Electrique 74(5):54–59
Haidvogel D, Beckmann A (1999) Numerical ocean circulation modeling, Series on Environmental Science and Management, vol 2. Imperial College Press, London. 10.1142/9781860943935_0008 DOI: 10.1142/p097
Helbig JA, Pepin P (2002) The effects of short space and time scale current variability on the predictability of passive ichthyoplankton distributions: an analysis based on HF radar observations. Fish Ocean 11:175–88. 10.1046/j.1365-2419.2002.00195.x DOI: 10.1046/j.1365-2419.2002.00195.x
Hernández-Carrasco I, Solabarrieta L, Rubio A, Esnaola G, Reyes E, Orfila A (2018) Impact of HF radar current gap-filling methodologies on the Lagrangian assessment of coastal dynamics. Ocean Sci 14(4):827–847,. 10.5194/os-14-827-2018. https://www.ocean-sci.net/14/827/2018/ DOI: 10.5194/os-14-827-2018
Janjić T, Bormann N, Bocquet M, Carton JA, Cohn SE, Dance SL, Losa SN, Nichols NK, Potthast R, Waller JA, Weston P (2018) On the Representation Error in Data Assimilation. Q J Roy Meteorol Soc 144(713):1257–1278. 10.1002/qj.3130 DOI: 10.1002/qj.3130
Kaplan DM, Lekien F (2007) Spatial interpolation and filtering of surface current data based on open-boundary modal analysis. J Geophys Res Oceans 112:C12. 10.1029/2006JC003984 DOI: 10.1029/2006JC003984
Keppenne CL, Rienecker MM, Jacob JP, Kovach R (2008) Error covariance modeling in the GMAO ocean ensemble Kalman filter. Mon Weather Rev 136(8):2964–2982. 10.1175/2007MWR2243.1 DOI: 10.1175/2007MWR2243.1
Kim SY, Terrill E, Cornuelle B (2007) Objectively mapping HF radar-derived surface current data using measured and idealized data covariance matrices. J Geophys Res Oceans 112:C06,021. 10.1029/2006JC003756 DOI: 10.1029/2006JC003756
Kim SY, Terrill EJ, Cornuelle BD (2008) Mapping surface currents from HF radar radial velocity measurements using optimal interpolation. J Geophys Res Oceans 113:C10,023. 10.1029/2007JC004244 DOI: 10.1029/2007JC004244
Lana A, Fernandez V, Tintoré J (2015) SOCIB Continuous observations of Ibiza Channel using HF radar. Sea Technol 56(3):31–34
Lana A, Marmain J, Fernández V, Tintoré J, Orfila A (2016) Wind influence on surface current variability in the Ibiza Channel from HF radar. Ocean Dyn 66:483–497. 10.1007/s10236-016-0929-z DOI: 10.1007/s10236-016-0929-z
Lauvset SK, Key RM, Olsen A, van Heuven S, Velo A, Lin X, Schirnick C, Kozyr A, Tanhua T, Hoppema M, Jutterström S, Steinfeldt R, Jeansson E, Ishii M, Perez FF, Suzuki T, Watelet S (2016) A new global interior ocean mapped climatology: The 1∘ × 1∘ GLODAP version 2. Earth Syst Sci Data 8(2):325–340. 10.5194/essd-8-325-2016 DOI: 10.5194/essd-8-325-2016
Lekien F, Coulliette C, Bank R, Marsden J (2004) Open-boundary modal analysis: Interpolation, extrapolation, and filtering. J Geophys Res Oceans C12(C12):004. 10.1029/2004JC002323
Lipa B, Barrick D (1983) Least-squares methods for the extraction of surface currents from CODAR crossed-loop data: Application at ARSLOE. IEEE J Ocean Eng 8(4):226–253. 10.1109/JOE.1983.1145578 DOI: 10.1109/JOE.1983.1145578
Mantovani C, Corgnati L, Horstmann J, Rubio A, Reyes E, Quentin C, Cosoli S, Asensio JL, Mader J, Griffa A (2020) Best practices on high frequency radar deployment and operation for ocean current measurement. Front Mar Sci 7:210. 10.3389/fmars.2020.00210 DOI: 10.3389/fmars.2020.00210
Millot C, Crépon M (1981) Inertial oscillations on the continental shelf of the gulf of lions-observations and theory. J Phys Oceanogr 11(5):639–657. 10.1175/1520-0485(1981)011<0639:IOOTCS>2.0.CO;2 DOI: 10.1175/1520-0485(1981)011<0639:IOOTCS>2.0.CO;2
Murphy AH (1988) Skill scores based on the mean square error and their relationships to the correlation coefficient. Monthly Weather Review 116:2417–2424. 10.1175/1520-0493(1988)116<2417:SSBOTM>2.0.CO;2 DOI: 10.1175/1520-0493(1988)116<2417:SSBOTM>2.0.CO;2
Ngodock H, Carrier M, Smith S, Souopgui I (2017) Weak and strong constraints variational data assimilation with the NCOM-4DVAR in the Agulhas region using the Representer Method. Mon Weather Rev 145(5):1755–1764. 10.1175/MWR-D-16-0264.1 DOI: 10.1175/MWR-D-16-0264.1
O’Donnell J, Ullman D, Spaulding ML, Howlett E, Fake T, Hall P, Isaji T, Edwards C, Anderson E, McClay T (2005) Integration of coastal ocean dynamics application radar (CODAR) and short-term predictive system (STPS): Surface current estimates into the search and rescue optimal planning system (SAROPS). Tech. Rep. DTCG39-00-DR00008/HSCG32-04-J-100052, U.S. Coast Guard. https://apps.dtic.mil/docs/citations/ADA444766
Roarty H, Hazard L, Fanjul E (2016) Growing network of radar systems monitors ocean surface currents. Eos 97. 10.1029/2016eo049243
Roarty H, Cook T, Hazard L, George D, Harlan J, Cosoli S, Wyatt L, Alvarez Fanjul E, Terrill E, Otero M, Largier J, Glenn S, Ebuchi N, Whitehouse B, Bartlett K, Mader J, Rubio A, Corgnati L, Mantovani C, Griffa A, Reyes E, Lorente P, Flores-Vidal X, Saavedra-Matta KJ, Rogowski P, Prukpitikul S, Lee SH, Lai JW, Guerin CA, Sanchez J, Hansen B, Grilli S (2019) The global high frequency radar network. Front Marine Sci 6:164. 10.3389/fmars.2019.00164 DOI: 10.3389/fmars.2019.00164
Rubio A, Mader J, Corgnati L, Mantovani C, Griffa A, Novellino A, Quentin C, Wyatt L, Schulz-Stellenfleth J, Horstmann J, Lorente P, Zambianchi E, Hartnett M, Fernandes C, Zervakis V, Gorringe P, Melet A, Puillat I (2017) HF radar activity in european coastal seas: next steps toward a Pan-European HF radar network. Front Marine Sci 4:8. 10.3389/fmars.2017.00008 DOI: 10.3389/fmars.2017.00008
Ruiz I, Muñoz C, Sebastian K, Lora S (2018) SOCIB QC procedures (Version 1.5). Tech rep. Balearic Islands Coastal Observing and Forecasting System, SOCIB. 10.25704/q4zs-tspv
Salat J, Tintoré J, Font J, Wang DP, Vieira M (1992) Near-inertial motion on the shelf-slope front off northeast Spain. J Geophys Res 97(C5):7277–7281. 10.1029/92JC00588 DOI: 10.1029/92JC00588
Simoncelli S, Myroshnychenko V, Coatanoan C (2018) SeaDataCloud temperature and salinity historical data collection for the mediterranean sea (Version 1). Report, SeaDataCloud, 10.13155/57036. https://archimer.ifremer.fr/doc/00459/57036/
Stewart RH, Joy JW (1974) HF radio measurements of surface currents. In: Deep sea research and oceanographic abstracts, vol 21, pp 1039–1049, DOI 10.1016/0011-7471(74)90066-7 DOI: 10.1016/0011-7471(74)90066-7
Stone M (1974) Cross-validatory choice and assessment of statistical predictions. J Royal Stat Soc Ser B Methodol 36(2):111–133. 10.1111/j.2517-6161.1974.tb00994.xhttps://rss.onlinelibrary.wiley.com/doi/pdf/10.1111/j.2517-6161.1974.tb00994.x
Storn R, Price K (1997) Differential evolution – a simple and efficient heuristic for global optimization over continuous spaces. J Glob Optim 11(4):341–359. 10.1023/A:1008202821328 DOI: 10.1023/A:1008202821328
Tintoré J, Lana A, Marmain J, Fernández V, Orfila A (2014) SOCIB EXP RADAR Sep2014 (Version 1.0) [Drifter data set]. Tech rep. Balearic Islands Coastal Observing and Forecasting System, SOCIB
Tintoré J, Lana A, Marmain J, Fernández V, Casas B, Reyes E (2020) HF Radar Ibiza data (Version 1.0) [Data set]. Tech rep. Balearic islands coastal observing and forecasting system, SOCIB
Tintoré J, Wang DP, García E, Viúdez A (1995) Near-inertial motions in the coastal ocean. J Mar Syst 6:301–312. 10.1016/0924-7963(94)00030-F DOI: 10.1016/0924-7963(94)00030-F
Tintoré J, Vizoso G, Casas B, Heslop E, Pascual A, Orfila A, Ruiz S, Martínez-Ledesma M, Torner M, Cusí S, Diedrich A, Balaguer P, Gómez-Pujol L, Álvarez Ellacuria A, Gómara S, Sebastian K, Lora S, Beltrán J P, Renault L, Juzà M, Álvarez D, March D, Garau B, Castilla C, Cañellas T, Roque D, Lizarán I, Pitarch S, Carrasco MA, Lana A, Mason E, Escudier R, Conti D, Sayol JM, Barceló B, Alemany F, Reglero P, Massuti E, Vélez-Belchí P, Ruiz J, Oguz T, Gómez M, Álvarez E, Ansorena L, Manriquez M (2013) SOCIB: the balearic islands coastal ocean observing and forecasting system responding to science, technology and society needs. Mar Technol Soc J 47(1):101–117. 10.4031/MTSJ.47.1.10 DOI: 10.4031/MTSJ.47.1.10
Tintoré J, Pinardi N, Álvarez Fanjul E, Aguiar E, Álvarez Berastegui D, Bajo M, Balbin R, Bozzano R, Nardelli BB, Cardin V, Casas B, Charcos-Llorens M, Chiggiato J, Clementi E, Coppini G, Coppola L, Cossarini G, Deidun A, Deudero S, D’Ortenzio F, Drago A, Drudi M, El Serafy G, Escudier R, Farcy P, Federico I, Fernández J G, Ferrarin C, Fossi C, Frangoulis C, Galgani F, Gana S, García Lafuente J, Sotillo MG, Garreau P, Gertman I, Gómez-Pujol L, Grandi A, Hayes D, Hernández-Lasheras J, Herut B, Heslop E, Hilmi K, Juza M, Kallos G, Korres G, Lecci R, Lazzari P, Lorente P, Liubartseva S, Louanchi F, Malacic V, Mannarini G, March D, Marullo S, Mauri E, Meszaros L, Mourre B, Mortier L, Muñoz-Mas C, Novellino A, Obaton D, Orfila A, Pascual A, Pensieri S, Pérez Gómez B, Pérez Rubio S, Perivoliotis L, Petihakis G, de la Villéon L P, Pistoia J, Poulain PM, Pouliquen S, Prieto L, Raimbault P, Reglero P, Reyes E, Rotllan P, Ruiz S, Ruiz J, Ruiz I, Ruiz-Orejón L F, Salihoglu B, Salon S, Sammartino S, Sánchez Arcilla A, Sánchez-Román A, Sannino G, Santoleri R, Sardá R, Schroeder K, Simoncelli S, Sofianos S, Sylaios G, Tanhua T, Teruzzi A, Testor P, Tezcan D, Torner M, Trotta F, Umgiesser G, von Schuckmann K, Verri G, Vilibic I, Yucel M, Zavatarelli M, Zodiatis G (2019) Challenges for sustained observing and forecasting systems in the mediterranean sea. Front Marine Sci 6:568. 10.3389/fmars.2019.00568 DOI: 10.3389/fmars.2019.00568
Troupin C, Machín F, Ouberdous M, Sirjacobs D, Barth A, Beckers JM (2010) High-resolution climatology of the north-east atlantic using data-interpolating variational analysis (Diva). J Geophys Res 115:C08,005. DOI:10.1029/2009JC005512. http://hdl.handle.net/2268/68400
Troupin C, Barth A, Sirjacobs D, Ouberdous M, Brankart JM, Brasseur P, Rixen M, Alvera-Azcárate A, Belounis M, Capet A, Lenartz F, Toussaint ME, Beckers JM (2012) Generation of analysis and consistent error fields using the Data Interpolating Variational Analysis (DIVA). Ocean Model 52–53:90–101. 10.1016/j.ocemod.2012.05.002, http://hdl.handle.net/2268/125731 DOI: 10.1016/j.ocemod.2012.05.002
Tyberghein L, Verbruggen H, Pauly K, Troupin C, Mineur F, Clerck OD (2012) Bio-ORACLE: A global environmental dataset for marine species distribution modelling. Glob Ecol Biogeogr 21(2):272–281. 10.1111/j.1466-8238.2011.00656.x DOI: 10.1111/j.1466-8238.2011.00656.x
Ullman D, O’Donnell J, Edwards C, Fake T, Morschauser D, 2003 Use of Coastal Ocean Dynamics Application Radar (CODAR) Technology in U.S. Coast Guard Search and Rescue Planning. Tech. Rep. CG-D-09-03, United States Coast Guard. http://codar.com/images/about/2003USCoastGuardreport.pdf
Ullman DS, O’Donnell J, Kohut J, Fake T, Allen A (2006) Trajectory prediction using HF radar surface currents: Monte Carlo simulations of prediction uncertainties. J Geophys Res 111:C12005. 10.1029/2006JC003715 DOI: 10.1029/2006JC003715
Vandenbulcke L, Beckers JM, Barth A (2017) Correction of inertial oscillations by assimilation of HF radar data in a model of the Ligurian Sea. Ocean Dyn, 117–135
Wait JR (1966) Theory of HF ground wave backscatter from sea waves. J Geophys Res (1896-1977) 71(20):4839–4842. 10.1029/JZ071i020p04839 DOI: 10.1029/JZ071i020p04839
Yaremchuk M, Sentchev A (2009) Mapping radar-derived sea surface currents with a variational method. Cont Shelf Res 29(14):1711–1722. c09009 DOI: 10.1016/j.csr.2009.05.016
Yaremchuk M, Sentchev A (2011) A combined EOF/variational approach for mapping radar-derived sea surface currents. Cont Shelf Res 31(7–8):758–768. 10.1016/j.csr.2011.01.009 DOI: 10.1016/j.csr.2011.01.009
Zelenke B, Moline M, Jones BH, Ramp S, Crawford GB, Largier J, Terrill E, Garfield N, Paduan JD, Washburn L (2009) Evaluating connectivity between marine protected areas using CODAR high-frequency radar. In: OCEANS 2009, MTS/IEEE Biloxi - Marine Technology for Our Future: Global and Local Challenges, Biloxi, MS, USA
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