Skip to main content

Advertisement

Log in

Dynamics and transport from the boundary Northern Current toward the Toulon Bay: multi-platform observations and downscaling modelling approaches

  • Published:
Ocean Dynamics Aims and scope Submit manuscript

Abstract

Coastal regions are vulnerable areas with often high population density, as well as tourism and maritime activities that may have negative impact on the environment. From a physical point of view, coastal areas may be characterized by high gradient topography and irregular coastline shapes resulting in complex dynamic systems. The monitoring of coastal circulation becomes necessary to support coastal management and to understand the high variability of the dynamics. The simultaneous use of comprehensive observational systems and numerical models may compensate the drawback of each method used separately. The Toulon coastal area is under investigation in this paper by means of HF RADAR and ADCP observations coupled with nested models. The integration of the different data sets allows the monitoring of the coastal ocean continuum from regional oceans and shelf areas. Summer and winter 2018 data are analyzed to depict the seasonal variability of the regional circulation mainly characterized by the geostrophic Northern boundary Current, the wind-driven bay circulation and the connectivity between the bay, the surrounding Marine Protected Area and the open sea.

This is a preview of subscription content, log in via an institution to check access.

Access this article

Price excludes VAT (USA)
Tax calculation will be finalised during checkout.

Instant access to the full article PDF.

Institutional subscriptions

Fig. 1
Fig. 2
Fig. 3
Fig. 4
Fig. 5
Fig. 6
Fig. 7
Fig. 8
Fig. 9
Fig. 10
Fig. 11
Fig. 12
Fig. 13

Similar content being viewed by others

References

  • Alberola C, Millot C, Font J (1995) On the seasonal and mesoscale variabilities of the Northern Current during the PRIMO-0 experiment in the western Mediterranean sea. Oceanol Acta 18(2):163–192. http://archimer.ifremer.fr/doc/00096/20770/

    Google Scholar 

  • Alvera-Azcárate A, Barth A, Rixen M, Beckers J (2005) Reconstruction of incomplete oceanographic data sets using empirical orthogonal functions: application to the Adriatic Sea surface temperature. Ocean Model 9(4):325–346. https://doi.org/10.1016/j.ocemod.2004.08.001

    Article  Google Scholar 

  • Barrick D (1972) Remote sensing of sea state by radar. In: Ocean 72 - IEEE International Conference on Engineering in the Ocean Environment. https://doi.org/10.1109/OCEANS.1972.1161190, pp 186–192

  • Barrier N, Petrenko AA, Ourmières Y (2016) Strong intrusions of the northern mediterranean current on the eastern gulf of lion: insights from in-situ observations and high resolution numerical modelling. Ocean Dyn 66(3):313–327

    Article  Google Scholar 

  • Bellomo L, Griffa A, Cosoli S, Falco P, Gerin R, Iermano I, Kalampokis A, Kokkini Z, Lana A, Magaldi M, Mamoutos I, Mantovani C, Marmain J, Potiris E, Sayol J, Barbin Y, Berta M, Borghini M, Bussani A, Corgnati L, Dagneaux Q, Gaggelli J, Guterman P, Mallarino D, Mazzoldi A, Molcard A, Orfila A, Poulain PM, Quentin C, Tintoré J, Uttieri M, Vetrano A, Zambianchi E, Zervakis V (2015) Toward an integrated HF radar network in the Mediterranean Sea to improve search and rescue and oil spill response: the TOSCA project experience. J Oper Oceanogr 8(2):95–107. https://doi.org/10.1080/1755876X.2015.1087184

    Google Scholar 

  • Berline L, Rammou AM, Doglioli A, Molcard A, Petrenko A (2014) A Connectivity-Based Eco-Regionalization method of the mediterranean sea. PloS ONE 9(11):e111978. https://doi.org/10.1371/journal.pone.0111978

    Article  Google Scholar 

  • Berta M, Bellomo L, Magaldi MG, Griffa A, Molcard A, Marmain J, Borghini M, Taillandier V (2014) Estimating Lagrangian transport blending drifters with HF radar data and models: Results from the TOSCA experiment in the Ligurian Current (North Western Mediterranean Sea). Progr Oceanogr 128:15–29

    Article  Google Scholar 

  • Blanke B, Delecluse P (1993) Variability of the tropical atlantic ocean simulated by a general circulation model with two different Mixed-Layer physics. J Phys Oceanogr 23(7):1363–1388

    Article  Google Scholar 

  • Bourg N, Molcard A (2021) Northern boundary current variability and mesoscale dynamics: a long-term HF RADAR monitoring in the North-Western Mediterranean Sea. Ocean Dyn. https://doi.org/10.1007/s10236-021-01466-9

  • Carret A, Birol F, Estournel C, Zakardjian B, Testor P (2019) Synergy between in situ and altimetry data to observe and study Northern Current variations (NW Mediterranean Sea). Ocean Sci 15(2):269–290. https://doi.org/10.5194/os-15-269-2019

    Article  Google Scholar 

  • Coclet C, Garnier C, Durrieu G, Omanović D, D’Onofrio S, Le Poupon C, Mullot JU, Briand JF, Misson B (2019) Changes in bacterioplankton communities resulting from direct and indirect interactions with trace metal gradients in an urbanized marine coastal area. Front Microbiol 10:257. https://doi.org/10.3389/fmicb.2019.00257

    Article  Google Scholar 

  • Csanady G (1973) Wind-Induced Barotropic motions in long lakes. J Phys Oceanogr 3(4):429–438

    Article  Google Scholar 

  • Dang DH, Schäfer J, Brach-Papa C, Lenoble V, Durrieu G, Dutruch L, Chiffoleau JF, Gonzalez JL, Blanc G, Mullot JU, Mounier S, Garnier C (2015) Evidencing the impact of coastal contaminated sediments on mussels through pb stable isotopes composition. Environ Sci Technol 49(19):11438–11448. https://doi.org/10.1021/acs.est.5b01893

    Article  Google Scholar 

  • Debreu L, Vouland C, Blayo E (2008) AGRIF: Adaptive Grid refinement in fortran. Comput Geosci 34(1):8–13. https://doi.org/10.1016/j.cageo.2007.01.009

    Article  Google Scholar 

  • Declerck A, Ourmières Y, Molcard A (2016) Assessment of the coastal dynamics in a nested zoom and feedback on the boundary current: the North-Western Mediterranean Sea case. Ocean Dyn 66 (11):1529–1542. https://doi.org/10.1007/s10236-016-0985-4

    Article  Google Scholar 

  • Dubois M, Rossi V, Ser-Giacomi E, Arnaud-Haond S, López C, Hernández-garcía E (2016) Linking basin-scale connectivity, oceanography and population dynamics for the conservation and management of marine ecosystems. Global Ecol Biogeogr 25(5):503–515. https://doi.org/10.1111/geb.12431

    Article  Google Scholar 

  • Dufresne C, Duffa C, Rey V (2014) Wind-forced circulation model and water exchanges through the channel in the Bay of Toulon. Ocean Dyn 64(2):209–224. https://doi.org/10.1007/s10236-013-0676-3

    Article  Google Scholar 

  • Dumas D, Gramoullé A, Guérin CA, Molcard A, Ourmières Y, Zakardjian B (2020) Multistatic estimation of high-frequency radar surface currents in the region of Toulon. Ocean Dyn 70(12):1485–1503. https://doi.org/10.1007/s10236-020-01406-z

    Article  Google Scholar 

  • Guihou K, Marmain J, Ourmières Y, Molcard A, Zakardjian B, Forget P (2013) A case study of the mesoscale dynamics in the North-Western Mediterranean sea: a combined data–model approach. Ocean Dyn 63(7):793–808

    Article  Google Scholar 

  • Large WG, Yeager SG (2004) Diurnal to Decadal Global Forcing For Ocean and Sea-Ice Models: The Data Sets and Flux Climatologies. Ncar/tn-460+str ncar technical note edn

  • Layglon N, Misson B, Durieu G, Coclet C, d’Onofrio S, Dang DH, François D, Mullot JU, Mounier S, Lenoble V, Omanović D, Garnier C (2020) Long-term monitoring emphasizes impacts of the dredging on dissolved Cu and Pb contamination along with ultraplankton distribution and structure in Toulon Bay (NW Mediterranean Sea, France). Mar Pollut Bull 156:111196. https://doi.org/10.1016/j.marpolbul.2020.111196

    Article  Google Scholar 

  • Madec G (2008) NEMO Reference Manual, Technical Report 27, LOCEAN/IPSL

  • Malačič V, Petelin B, Vodopivec M (2012) Topographic control of wind-driven circulation in the northern Adriatic. J Geophys Res Oceans 117(C6). https://doi.org/10.1029/2012JC008063

  • Marshall J, Adcroft A, Hill C, Perelman L, Heisey C (1997) A finite-volume, incompressible Navier Stokes model for studies of the ocean on parallel computers. J Geophys Res Oceans 102(C3):5753–5766. https://doi.org/10.1029/96JC02775

    Article  Google Scholar 

  • Mazoyer C, Vanneste H, Dufresne C, Ourmières Y, Magaldi MG, Molcard A (2020) Impact of wind-driven circulation on contaminant dispersion in a semi-enclosed bay. Estuar Coast Shelf Sci 233. https://doi.org/10.1016/j.ecss.2019.106529

  • de Mey-Frémaux P, Ayoub N, Barth A, Brewin R, Charria G, Campuzano F, Ciavatta S, Cirano M, Edwards CA, Federico I et al (2019) Model-Observations Synergy in the coastal ocean. Front Marine Sci 6:436. https://doi.org/10.3389/fmars.2019.00436

    Article  Google Scholar 

  • Misson B, Garnier C, Lauga B, Dang DH, Ghiglione JF, Mullot JU, Duran R, Pringault O (2016) Chemical multi-contamination drives benthic prokaryotic diversity in the anthropized Toulon Bay. Sci Total Environ 556:319–329. https://doi.org/10.1016/j.scitotenv.2016.02.038

    Article  Google Scholar 

  • Orfila A, Molcard A, Sayol JM, Marmain J, Bellomo L, Quentin C, Barbin Y (2014) Empirical forecasting of HF-radar velocity using genetic algorithms. IEEE Trans Geosci Remote Sens 53(5):2875–2886. https://doi.org/10.1109/TGRS.2014.2366294

    Article  Google Scholar 

  • Ourmières Y, Zakardjian B, Béranger K, Langlais C (2011) Assessment of a NEMO-based downscaling experiment for the North-Western Mediterranean region: Impacts on the Northern Current and comparison with ADCP data and altimetry products. Ocean Model 39(3-4):386–404. https://doi.org/10.1016/j.ocemod.2011.06.002

    Article  Google Scholar 

  • Paris CB, Helgers J, Van Sebille E, Srinivasan A (2013) Connectivity Modeling system: A probabilistic modeling tool for the multi-scale tracking of biotic and abiotic variability in the ocean. Environ Modell Softw 42:47–54. https://doi.org/10.1016/j.envsoft.2012.12.006

    Article  Google Scholar 

  • Petrenko AA (2003) Variability of circulation features in the Gulf of Lion NW Mediterranean Sea. Importance of inertial currents. Oceanol Acta 26(4):323–338. https://doi.org/10.1016/S0399-1784(03)00038-0

    Article  Google Scholar 

  • Roullet G, Madec G (2000) Salt conservation, free surface, and varying levels: a new formulation for ocean general circulation models. J Geophys Res Oceans 105(C10):23927–23942. https://doi.org/10.1029/2000JC900089

    Article  Google Scholar 

  • 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. https://doi.org/10.3389/fmars.2017.00008

    Article  Google Scholar 

  • Tessier E, Garnier C, Mullot JU, Lenoble V, Arnaud M, Raynaud M, Mounier S (2011) Study of the spatial and historical distribution of sediment inorganic contamination in the Toulon bay (France). Mar Pollut Bull 62(10):2075–2086. https://doi.org/10.1016/j.marpolbul.2011.07.022

    Article  Google Scholar 

Download references

Acknowledgements

The authors are grateful to Dr. C. Dufresne and Dr. C. Duffa for the 2011 and 2012 ADCP data set, and to D. Dumas and Pr. C.A. Guerin for the radar data treatment. The HFR is part of the MOOSE French network.

Funding

This work was supported by the IMPACT, SICOMAR + , SHAREMED and SINAPSI EU-Interreg funded projects.

Author information

Authors and Affiliations

Authors

Corresponding author

Correspondence to Anne Molcard.

Additional information

Responsible Editor: Emil Vassilev Stanev

Publisher’s note

Springer Nature remains neutral with regard to jurisdictional claims in published maps and institutional affiliations.

Rights and permissions

Reprints and permissions

About this article

Check for updates. Verify currency and authenticity via CrossMark

Cite this article

Molcard, A., Gramoullé, A., Mazoyer, C. et al. Dynamics and transport from the boundary Northern Current toward the Toulon Bay: multi-platform observations and downscaling modelling approaches. Ocean Dynamics 71, 993–1009 (2021). https://doi.org/10.1007/s10236-021-01479-4

Download citation

  • Received:

  • Accepted:

  • Published:

  • Issue Date:

  • DOI: https://doi.org/10.1007/s10236-021-01479-4

Keywords

Navigation