The Sicily Channel surface circulation revisited using a neural clustering analysis of a high‐resolution simulation

The Sicily Channel surface circulation is investigated by analyzing the outputs of a high-resolution ocean model MED12 forced during 46 years by the ARPERA atmospheric fields. Applying a neural network classifier, we show that the surface circulation in the Sicily Channel can be decomposed into 8 modes characterizing the major patterns of that circulation, particularly the Algerian Current separation at the entrance to the Sicily Channel, the features of the Atlantic Tunisian Current and of the Atlantic Ionian Stream. These modes reflect the variability of the circulation in space and time at seasonal and inter-annual scales. Some modes preferably occur in winter whilst others are characteristic of summer. The mode sequence presents an inter-annual variability in good agreement with observations. The topography of the Sicily Channel sill plays a major role in steering the circulation. In particular the summer upwelling along the southern coast of Sicily, which is present in several modes, could be explained by a large-scale density forcing. A combination of barotropic/baroclinic double Kelvin waves generated on both sides of the sill provides a mechanism for explaining the complexity of the surface circulation advecting the surface waters from the Western Mediterranean toward the Eastern Mediterranean, the most salient features of which are the Atlantic Tunisian Current, the Atlantic Ionian Stream and the Tyrrhenian Sicilian Current which is a new feature highlighted by the present study.

[1]  B. Patti,et al.  Variability of water mass properties in the Strait of Sicily in summer period of 1998–2013 , 2014 .

[2]  S. Somot,et al.  Simulated anthropogenic CO 2 storage and acidification of the Mediterranean Sea , 2014 .

[3]  J. Beuvier,et al.  Modelling of the anthropogenic tritium transient and its decay product helium-3 in the Mediterranean Sea using a high-resolution regional model , 2014 .

[4]  K. Schroeder,et al.  Water masses and nutrient distribution in the Gulf of Syrte and between Sicily and Libya , 2013 .

[5]  Sylvie Thiria,et al.  Reconstruction of satellite chlorophyll images under heavy cloud coverage using a neural classification method , 2013 .

[6]  S. Somot,et al.  Sensibility analysis of the Western Mediterranean Transition inferred by four companion simulations , 2013 .

[7]  Andrea Pisano,et al.  High and Ultra-High resolution processing of satellite Sea Surface Temperature data over Southern European Seas in the framework of MyOcean project , 2013 .

[8]  S. Somot,et al.  MED12, OCEANIC COMPONENT FOR THE MODELING OF THE REGIONAL MEDITERRANEAN EARTH SYSTEM , 2012 .

[9]  S. Dobricic,et al.  Impact of SLA assimilation in the Sicily Channel Regional Model: model skills and mesoscale features , 2012 .

[10]  Jonathan Beuvier,et al.  Spreading of the Western Mediterranean Deep Water after winter 2005: Time scales and deep cyclone transport , 2012 .

[11]  G. Gasparini,et al.  Water masses exchanged through the Channel of Sicily : evidence for the presence of new water masses on the Tunisian side of the Channel , 2012 .

[12]  R. Sorgente,et al.  Numerical simulation and decomposition of kinetic energy in the Central Mediterranean: insight on mesoscale circulation and energy conversion , 2011 .

[13]  I. Vilibić,et al.  Surface current patterns in the northern Adriatic extracted from high‐frequency radar data using self‐organizing map analysis , 2011 .

[14]  Michel Rixen,et al.  Modeling the Mediterranean Sea interannual variability during 1961–2000: Focus on the Eastern Mediterranean Transient , 2010 .

[15]  V. Cardin,et al.  Can internal processes sustain reversals of the ocean upper circulation? The Ionian Sea example , 2010 .

[16]  I. Taupier-Letage,et al.  Surface circulation in the Eastern Mediterranean using drifters (2005–2007) , 2009 .

[17]  A. Ciappa Surface circulation patterns in the Sicily Channel and Ionian Sea as revealed by MODIS chlorophyll images from 2003 to 2007 , 2009 .

[18]  S. Somot,et al.  Modelling the Mediterranean Sea interannual variability over the last 40 years : focus on the EMT , 2009 .

[19]  M. Balmaseda,et al.  Ensemble estimation of background‐error variances in a three‐dimensional variational data assimilation system for the global ocean , 2009 .

[20]  Wolfgang Ludwig,et al.  River discharges of water and nutrients to the Mediterranean and Black Sea: Major drivers for ecosystem changes during past and future decades? , 2009 .

[21]  A. Ribotti,et al.  An extensive western Mediterranean deep water renewal between 2004 and 2006 , 2008 .

[22]  S. Somot,et al.  Relevance of ERA40 dynamical downscaling for modeling deep convection in the Mediterranean Sea , 2008 .

[23]  B. Klein,et al.  Transient Eastern Mediterranean deep waters in response to the massive dense-water output of the Aegean Sea in the 1990s , 2007 .

[24]  Enrico Zambianchi,et al.  Surface circulation in the central Mediterranean Sea as deduced from Lagrangian drifters in the 1990s , 2007 .

[25]  Robert H. Weisberg,et al.  Current Patterns on the West Florida Shelf from Joint Self-Organizing Map Analyses of HF Radar and ADCP Data , 2007 .

[26]  O. Francis,et al.  Modelling the global ocean tides: modern insights from FES2004 , 2006 .

[27]  Thierry Penduff,et al.  Impact of partial steps and momentum advection schemes in a global ocean circulation model at eddy-permitting resolution , 2006 .

[28]  Fouad Badran,et al.  Retrieval of aerosol type and optical thickness over the Mediterranean from SeaWiFS images using an automatic neural classification method , 2006 .

[29]  D. Dietrich,et al.  Mesoscale, seasonal and interannual variability in the Mediterranean Sea using a numerical ocean model , 2005 .

[30]  Michel Crépon,et al.  Seasonal variability of water transport through the Straits of Gibraltar, Sicily and Corsica, derived from a high-resolution model of the Mediterranean circulation , 2005 .

[31]  I. Taupier-Letage,et al.  Circulation in the Mediterranean Sea , 2005 .

[32]  Timothy P. Boyer,et al.  Warming of the world ocean, 1955–2003 , 2005 .

[33]  Michel Crépon,et al.  The dynamics of the Sicily Strait: a comprehensive study from observations and models , 2004 .

[34]  L. A. Anderson,et al.  Data‐driven simulations of synoptic circulation and transports in the Tunisia‐Sardinia‐Sicily region , 2003 .

[35]  Fouad Badran,et al.  Automatic neural classification of ocean colour reflectance spectra at the top of the atmosphere with introduction of expert knowledge , 2003 .

[36]  V. Artale,et al.  Modeling the baroclinic circulation in the area of the Sicily channel: The role of stratification and energy diagnostics , 2003 .

[37]  Claude Millot,et al.  The surface circulation in the eastern basin of the Mediterranean Sea , 2003 .

[38]  R. Sorgente,et al.  Seasonal variability in the Central Mediterranean Sea circulation , 2003 .

[39]  Panu Somervuo,et al.  How to make large self-organizing maps for nonvectorial data , 2002, Neural Networks.

[40]  L. Mortier,et al.  Numerical investigation of the Sicily Channel dynamics: Density currents and water mass advection , 2002 .

[41]  G. Gasparini,et al.  Hydrographic characteristics and interannual variability of water masses in the central Mediterranean: a sensitivity test for long-term changes in the Mediterranean Sea , 2002 .

[42]  Emil V. Stanev,et al.  Regional sea level response to global climatic change: Black Sea examples , 2001 .

[43]  A. Robinson,et al.  Features of dominant mesoscale variability, circulation patterns and dynamics in the Strait of Sicily , 2001 .

[44]  A. Rubino,et al.  Modeling the Oceanic Circulation in the Area of the Strait of Sicily: The Remotely Forced Dynamics , 2001 .

[45]  I. Taupier-Letage,et al.  Hydrological characteristics in the Tunisia–Sardinia–Sicily area during spring 1995 , 1999 .

[46]  Anil K. Jain,et al.  Data clustering: a review , 1999, CSUR.

[47]  Pierre F. J. Lermusiaux,et al.  Estimation and study of mesoscale variability in the strait of Sicily , 1999 .

[48]  Bernard Gentili,et al.  Functioning of the Mediterranean Sea: past and present changes related to freshwater input and climate changes , 1999 .

[49]  L. A. Anderson,et al.  The Atlantic Ionian Stream , 1999 .

[50]  R. Onken,et al.  Seasonal variability of flow instabilities in the Strait of Sicily , 1998 .

[51]  M. Crépon,et al.  Separation of a Coastal Current at a Strait Level: Case of the Strait of Sicily , 1998 .

[52]  G. Mellor,et al.  A Numerical Study of the Mediterranean Sea Circulation , 1995 .

[53]  Bruno Blanke,et al.  Variability of the Tropical Atlantic Ocean Simulated by a General Circulation Model with Two Different Mixed-Layer Physics , 1993 .

[54]  P. J. Minnett,et al.  Atlantic water in the strait of Sicily , 1990 .

[55]  A. E. Gill,et al.  The Rossby Adjustment Problem in a Rotating, Stratified Channel, with and without Topography , 1984 .

[56]  Donald W. Bouldin,et al.  A Cluster Separation Measure , 1979, IEEE Transactions on Pattern Analysis and Machine Intelligence.

[57]  Charles Deltel,et al.  The Mediterranean response to different space-time resolution atmospheric forcings using perpetual mode sensitivity simulations , 2011 .

[58]  Nicolas Ferry,et al.  Mercator Global Eddy Permitting Ocean Reanalysis GLORYS1V1: Description and Results , 2010 .

[59]  I. Taupier-Letage On the Use of Thermal Images for Circulation Studies: Applications to the Eastern Mediterranean Basin , 2008 .

[60]  G. Gasparini,et al.  Water flux estimates in the central Mediterranean Sea from an inverse box model , 2004 .

[61]  F. Lalaurette Changes to the Operational Forecasting System , 2001 .

[62]  R. Tibshirani,et al.  Estimating the number of clusters in a data set via the gap statistic , 2000 .

[63]  D. Tailliez,et al.  Deep-Water in the Western Mediterranean Sea, Yearly Climatic Signature and Enigmatic Spreading , 1994 .

[64]  H. Lacombe,et al.  Variable bottom water in the Western Mediterranean basin , 1985 .