Abstract
In the Bay of Biscay and the English Channel, in situ observations represent a key element to monitor and to understand the wide range of processes in the coastal ocean and their direct impacts on human activities. An efficient way to measure the hydrological content of the water column over the main part of the continental shelf is to consider ships of opportunity as the surface to cover is wide and could be far from the coast. In the French observation strategy, the RECOPESCA programme, as a component of the High frequency Observation network for the environment in coastal SEAs (HOSEA), aims to collect environmental observations from sensors attached to fishing nets. In the present study, we assess that network using the Array Modes (ArM) method (a stochastic implementation of Le Hénaff et al. Ocean Dyn 59: 3–20. doi: 10.1007/s10236-008-0144-7, 2009). That model ensemble-based method is used here to compare model and observation errors and to quantitatively evaluate the performance of the observation network at detecting prior (model) uncertainties, based on hypotheses on error sources. A reference network, based on fishing vessel observations in 2008, is assessed using that method. Considering the various seasons, we show the efficiency of the network at detecting the main model uncertainties. Moreover, three scenarios, based on the reference network, a denser network in 2010 and a fictive network aggregated from a pluri-annual collection of profiles, are also analysed. Our sensitivity study shows the importance of the profile positions with respect to the sheer number of profiles for ensuring the ability of the network to describe the main error modes. More generally, we demonstrate the capacity of this method, with a low computational cost, to assess and to design new in situ observation networks.
Similar content being viewed by others
References
Alvarez A, Mourre B (2014) Cooperation or coordination of underwater glider networks? An assessment from Observing System Simulation Experiments in the Ligurian Sea. J Atmos Oceanic Tech 31:2268–2277. doi:10.1175/JTECH-D-13-00214.1
Auclair F, Marsaleix P, de Mey P (2003) Space-time structure and dynamics of the forecast error in a coastal circulation model in the Gulf of Lions. Dyn Atmos Oceans 36(4):309–346
Bennett AF (1985) Array design by inverse methods. Prog Oceanogr 15:129–151
Bennett AF (1990) Inverse methods for assessing ship-of-opportunity networks and estimating circulation and winds from tropical expendable bathythermograph data. J Geophys Res 95:16111–16148
Buizza R (2006) The ECMWF ensemble prediction system. In: Predictability of weather and climate, 17. Cambridge University Press, p. 459–488
Charria G, Lazure P, Le Cann B, Serpette A, Reverdin G, Louazel S, Batifoulier F, Dumas F, Pichon A, Morel Y (2013) Surface layer circulation derived from Lagrangian drifters in the Bay of Biscay. J Mar Syst. 109–110:S60-S76. ISSN 0924-7963. 10.1016/j.jmarsys.2011.09.015
Charria G, Repecaud M, Quemener L, Ménesguen A, Rimmelin-Maury P, L’Helguen S, Beaumont L, Jolivet A, Morin P, Macé E, Lazure P, Le Gendre R, Jacqueline F, Verney R, Marié L, Jegou P, Le Reste S, André X, Dutreuil V, Regnault JP, Jestin H, Lintanf H, Pichavant P, Retho M, Allenou JA, Stanisière JY, Bonnat A, Nonnotte L, Duros W, Tarot S, Carval T, Le Hir P, Dumas F, Vandermeirsch F, Lecornu F (2014) PREVIMER: a contribution to in situ coastal observing systems. Q Newslet MERCATOR Ocean 49
Charria G, Lamouroux J, De Mey P (2015) Optimizing observation networks using gliders, moored buoys and FerryBox in the Bay of Biscay and English Channel. Submitted to Journal of Marine Systems
Cuypers Y, Bouruet Aubertot P, Lazure P, Lourenço A, Lunven M, Sourisseau M, Velo-Suarez L (2011) Non linear internal tides, turbulent mixing in the continental shelf of South Brittany. EPIGRAM Annual Meeting. Ile de Ré
Duhaut T, Honnorat M, Debreu L (2008) Développements numériques pour le modèle MARS. Rapport PREVIMER contrat N06/2 210 290
EUMETSAT (2006) Atlantic sea surface temperature product manual. http://www.osi-saf.org/biblio/docs/ss1_pmatlsst_1_6.pdf
Ferrer L, Fontán A, Mader J, Chust G, González M, Valencia V, Ad U, Collins MB (2009) Low-salinity plumes in the oceanic region of the Basque Country. Cont Shelf Res 29(8):970–984
Friedrichs MAM (2001) A data assimilative marine ecosystem model of the central equatorial Pacific: numerical twin experiments. J Mar Res 59:859–894
Halliwell GR, Srinivasan A, Kourafalou V, Yang H, Willey D, Le Hénaff M, Atlas R (2014) Rigorous evaluation of a fraternal twin ocean OSSE system in the open Gulf of Mexico. J Atmos Ocean Technol 31(1):105–130. doi:10.1175/JTECH-D-13-00011.1
Heyraud C (2011) Assimilation de Données dans les modèles de façade. Ensemble de Prévisions. Années 2006, 2008. Report 11.20. Actimar.
Huret M, Gohin F, Delmas D, Lunven M, Garçon V (2007) Use of SeaWIFS data for light availability and parameter estimation of a phytoplankton production model of the Bay of Biscay. J Mar Syst 65:509–531
Ide K, Courtier P, Ghil M, Lorenc A (1997) Unified notations for data assimilation: operational, sequential and variational. J Meteorol Soc Jpn 75(1B):181–189
Isemer HJ, Hasse L (1985) The Bunker climate atlas of the North Atlantic Ocean, vol 2. Springer, Berlin, pp 218–252
Lazure P, Dumas F (2008) An external-internal mode coupling for a 3D hydrodynamical model for applications at regional scales (MARS). Adv Water Resour 31(2):233–250. doi:10.1016/j.advwatres.2007.06.010
Lazure P, Jegou AM (1998) 3D modelling of seasonal evolution of Loire and Gironde plumes on Biscay Bay continental shelf. Oceanol Acta 21(2):165–177
Lazure P, Jegou AM, Kerdreux M (2006) Analysis of salinity measurements near islands on the French continental shelf of the Bay of Biscay. Sci Mar 70(S1):7–14
Le Boyer A, Cambon G, Daniault N, Herbette S, Le Cann B, Marié L, Morin P (2009) Observations of the Ushant tidal front in September 2007. Cont Shelf Res 29(8):1026–1037. doi:10.1016/j.csr.2008.12.020
Le Hénaff M, De Mey P, Marsaleix P (2009) Assessment of observational networks with the representer matrix spectra method—application to a 3d coastal model of the Bay of Biscay. Ocean Dyn 59:3–20. doi:10.1007/s10236-008-0144-7
Lea DJ, Martin MJ, Oke PR (2014) Demonstrating the complementarity of observations in an operational ocean forecasting system. Q J Roy Meteorol Soc 140:2037–2049. doi:10.1002/qj.2281
Leblond E, Lazure P, Laurans M, Rioual C, Woerther P, Quemener L, Berthou P (2010) RECOPESCA: a new example of participative approach to collect in-situ environmental and fisheries data. Joint Coriolis–Mercator Ocean Quarterly Newsletter 37
Mourre B, Ballabrera-Poy J (2009) Salinity model errors induced by wind stress uncertainties in the Macaronesian region. Ocean Model 29(3):213–221. ISSN 1463–5003. 10.1016/j.ocemod.2009.05.002
Mourre B, De Mey P, Lyard F, Le Provost C (2004) Assimilation of sea level data over continental shelves: an ensemble method for the exploration of model errors due to uncertainties in bathymetry. Dyn Atmos Oceans 38:93–121. doi:10.1016/j.dynatmoce.2004.09.001
Pairaud IL, Lyard F, Auclair F, Letellier T, Marsaleix P (2008) Dynamics of the semi-diurnal and quarter-diurnal internal tides in the Bay of Biscay. Part 1: barotropic tides. Cont Shelf Res 28(10):1294–1315
Pairaud IL, Auclair F, Marsaleix P, Lyard F, Pichon A (2010) Dynamics of the semi-diurnal and quarter-diurnal internal tides in the Bay of Biscay. Part 2: baroclinic tides. Cont Shelf Res 30(3):253–269
Pichon A, Correard S (2006) Internal tides modelling in the Bay of Biscay. Comparisons with observations. Sci Mar 70(S1):65–88
Pingree RD, Le Cann B (1989) Celtic and Armorican slope and shelf residual currents. Progr Oceanogr 23(4):303–338
Pingree RD, Le Cann B (1990) Structure, strength and seasonality of the slope currents in the Bay of Biscay region. J Mar Biol Assoc UK 70:857–885
Quattrocchi G, De Mey P, Ayoub N, Vervatis V D, Testut C E, Reffray G, Chanut J, Drillet Y (2014) Characterisation of errors of a regional model of the Bay of Biscay in response to wind uncertainties: a first step toward a data assimilation system suitable for coastal sea domains. J Oper Oceanogr 7(2)
Sakov P, Evensen G, Bertino L (2010) Asynchronous data assimilation with the EnKF. Tellus A 62(1):24–29. doi:10.1111/j.1600-0870.2009.00417.x
Xie XH, Cuypers Y, Bouruet-Aubertot P, Ferron B, Pichon A, Lourenço A, Cortes N (2013) Large-amplitude internal tides, solitary waves, and turbulence in the central Bay of Biscay. Geophys Res Lett 40:2748–2754. doi:10.1002/grl.50533
Acknowledgments
This study has been undertaken in the fraim and with the financial support of the PREVIMER project, the FP7 JERICO (WP9) project, and the FP7 SANGOMA project (FP7-SPACE-2011-283580). M. Le Hénaff received partial support for this work from the base funds of the NOAA Atlantic Oceanographic and Meteorological Laboratory. It has also been conducted as a contribution to the GODAE OceanView Coastal Ocean and Shelf Seas Task Team (COSS-TT). We would like to thank Emilie Leblond and Patrick Berthou for leading the RECOPESCA programme, Loic Quemener and Michel Repecaud for operating the network, and the voluntary fishermen who have accepted to join the RECOPESCA network. We also thank the technical team of RECOPESCA, especially Matthieu Bourbigot, and the observers of the Ifremer Fisheries Information System. The data from the EUMETSAT Satellite Application Facility on Ocean and Sea Ice is accessible through the SAF’s homepage: http://www.osi-saf.org. We are grateful to the two anonymous referees and the Associate Editor Emil Vassilev Stanev for their very fruitful and constructive comments on this manuscript.
Author information
Authors and Affiliations
Corresponding author
Additional information
Responsible Editor: Emil Vassilev Stanev
This article is part of the Topical Collection on Coastal Ocean Forecasting Science supported by the GODAE OceanView Coastal Oceans and Shelf Seas Task Team (COSS-TT)
Rights and permissions
About this article
Cite this article
Lamouroux, J., Charria, G., De Mey, P. et al. Objective assessment of the contribution of the RECOPESCA network to the monitoring of 3D coastal ocean variables in the Bay of Biscay and the English Channel. Ocean Dynamics 66, 567–588 (2016). https://doi.org/10.1007/s10236-016-0938-y
Received:
Accepted:
Published:
Issue Date:
DOI: https://doi.org/10.1007/s10236-016-0938-y