Habitat Suitability Modeling to Identify the Potential Nursery Grounds of the Atlantic Mackerel and Its Relation to Oceanographic Conditions in the Mediterranean Sea

Our knowledge for the distribution of Atlantic mackerel (Scomber scombrus) in the Mediterranean Sea is limited and fragmented. In the current work habitat suitability modeling was applied to summer acoustic surveys data of Atlantic mackerel juveniles derived from the north part of the Mediterranean...

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Main Authors: Marianna Giannoulaki, Maria M. Pyrounaki, Jean-Herve Bourdeix, Lotfi Ben Abdallah, Angelo Bonanno, Gualtiero Basilone, Magdalena Iglesias, Ana Ventero, Andrea De Felice, Iole Leonori, Vasilis D. Valavanis, Athanassios Machias, Claire Saraux
Format: Article
Language:English
Published: Frontiers Media S.A. 2017-07-01
Series:Frontiers in Marine Science
Subjects:
Online Access:http://journal.frontiersin.org/article/10.3389/fmars.2017.00230/full
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spelling doaj-86a29b6245ce45759475be87b9d6e7e32020-11-24T22:25:48ZengFrontiers Media S.A.Frontiers in Marine Science2296-77452017-07-01410.3389/fmars.2017.00230236001Habitat Suitability Modeling to Identify the Potential Nursery Grounds of the Atlantic Mackerel and Its Relation to Oceanographic Conditions in the Mediterranean SeaMarianna Giannoulaki0Maria M. Pyrounaki1Jean-Herve Bourdeix2Lotfi Ben Abdallah3Angelo Bonanno4Gualtiero Basilone5Magdalena Iglesias6Ana Ventero7Andrea De Felice8Iole Leonori9Vasilis D. Valavanis10Athanassios Machias11Claire Saraux12Hellenic Centre for Marine Research, Institute of Marine Biological Resources and Inland WatersIraklion, GreeceHellenic Centre for Marine Research, Institute of Marine Biological Resources and Inland WatersIraklion, GreeceIFREMERSete, FranceInstitut National des Sciences et Technologies de la Mer, La Goulette, Centre de la Goulette, Port de Pêche la GouletteLa Goulette, TunisiaIstituto per l'Ambiente Marino Costiero, Consiglio Nazionale delle RicercheCampobello di Mazara, ItalyIstituto per l'Ambiente Marino Costiero, Consiglio Nazionale delle RicercheCampobello di Mazara, ItalyInstituto Espanol de Oceanografia, Centro Oceanografico de BalearesPalma de Mallorca, SpainInstituto Espanol de Oceanografia, Centro Oceanografico de BalearesPalma de Mallorca, SpainIstituto di Scienze Marine, Consiglio Nazionale delle RicercheAncona, ItalyIstituto di Scienze Marine, Consiglio Nazionale delle RicercheAncona, ItalyHellenic Centre for Marine Research, Institute of Marine Biological Resources and Inland WatersIraklion, GreeceHellenic Centre for Marine Research, Institute of Marine Biological Resources and Inland WatersIraklion, GreeceIFREMERSete, FranceOur knowledge for the distribution of Atlantic mackerel (Scomber scombrus) in the Mediterranean Sea is limited and fragmented. In the current work habitat suitability modeling was applied to summer acoustic surveys data of Atlantic mackerel juveniles derived from the north part of the Mediterranean (i.e., acoustic data from the Gulf of Lions, pelagic trawls held during acoustic surveys in Spanish Mediterranean waters, south Adriatic Sea, Strait of Sicily, and North Aegean Sea) using generalized additive models (GAMs) along with satellite environmental and bathymetry data. Bathymetry along with sea surface temperature and circulation patterns, expressed through sea level anomaly and the zonal component of the absolute geostrophic velocity, were the environmental variables best to describe nursery grounds. The selected model was used to produce maps presenting the potential nursery grounds of Atlantic mackerel throughout the Mediterranean Sea as a measure of habitat adequacy. However, the assessed potential nursery grounds were generally marked as “occasional,” implying that although there are areas presenting high probability to encounter Atlantic mackerel, this picture can largely vary from year to year stressing the high susceptibility of the species to environmental conditions. In a further step and toward a spatial management perspective, we have estimated and visualized the overlap between Atlantic mackerel and anchovy/ sardine juvenile grounds throughout the basin. Results showed that although the degree of overlapping was generally low, not exceeding 15% in general, this varied at a regional level going up to 30%. The potential of the output of this work for management purposes like the implementation of spatially-explicit management tools is discussed.http://journal.frontiersin.org/article/10.3389/fmars.2017.00230/fullhabitat suitability modelingAtlantic mackerelnursery groundsMediterranean Seageneralized additive modelsacoustic surveys
collection DOAJ
language English
format Article
sources DOAJ
author Marianna Giannoulaki
Maria M. Pyrounaki
Jean-Herve Bourdeix
Lotfi Ben Abdallah
Angelo Bonanno
Gualtiero Basilone
Magdalena Iglesias
Ana Ventero
Andrea De Felice
Iole Leonori
Vasilis D. Valavanis
Athanassios Machias
Claire Saraux
spellingShingle Marianna Giannoulaki
Maria M. Pyrounaki
Jean-Herve Bourdeix
Lotfi Ben Abdallah
Angelo Bonanno
Gualtiero Basilone
Magdalena Iglesias
Ana Ventero
Andrea De Felice
Iole Leonori
Vasilis D. Valavanis
Athanassios Machias
Claire Saraux
Habitat Suitability Modeling to Identify the Potential Nursery Grounds of the Atlantic Mackerel and Its Relation to Oceanographic Conditions in the Mediterranean Sea
Frontiers in Marine Science
habitat suitability modeling
Atlantic mackerel
nursery grounds
Mediterranean Sea
generalized additive models
acoustic surveys
author_facet Marianna Giannoulaki
Maria M. Pyrounaki
Jean-Herve Bourdeix
Lotfi Ben Abdallah
Angelo Bonanno
Gualtiero Basilone
Magdalena Iglesias
Ana Ventero
Andrea De Felice
Iole Leonori
Vasilis D. Valavanis
Athanassios Machias
Claire Saraux
author_sort Marianna Giannoulaki
title Habitat Suitability Modeling to Identify the Potential Nursery Grounds of the Atlantic Mackerel and Its Relation to Oceanographic Conditions in the Mediterranean Sea
title_short Habitat Suitability Modeling to Identify the Potential Nursery Grounds of the Atlantic Mackerel and Its Relation to Oceanographic Conditions in the Mediterranean Sea
title_full Habitat Suitability Modeling to Identify the Potential Nursery Grounds of the Atlantic Mackerel and Its Relation to Oceanographic Conditions in the Mediterranean Sea
title_fullStr Habitat Suitability Modeling to Identify the Potential Nursery Grounds of the Atlantic Mackerel and Its Relation to Oceanographic Conditions in the Mediterranean Sea
title_full_unstemmed Habitat Suitability Modeling to Identify the Potential Nursery Grounds of the Atlantic Mackerel and Its Relation to Oceanographic Conditions in the Mediterranean Sea
title_sort habitat suitability modeling to identify the potential nursery grounds of the atlantic mackerel and its relation to oceanographic conditions in the mediterranean sea
publisher Frontiers Media S.A.
series Frontiers in Marine Science
issn 2296-7745
publishDate 2017-07-01
description Our knowledge for the distribution of Atlantic mackerel (Scomber scombrus) in the Mediterranean Sea is limited and fragmented. In the current work habitat suitability modeling was applied to summer acoustic surveys data of Atlantic mackerel juveniles derived from the north part of the Mediterranean (i.e., acoustic data from the Gulf of Lions, pelagic trawls held during acoustic surveys in Spanish Mediterranean waters, south Adriatic Sea, Strait of Sicily, and North Aegean Sea) using generalized additive models (GAMs) along with satellite environmental and bathymetry data. Bathymetry along with sea surface temperature and circulation patterns, expressed through sea level anomaly and the zonal component of the absolute geostrophic velocity, were the environmental variables best to describe nursery grounds. The selected model was used to produce maps presenting the potential nursery grounds of Atlantic mackerel throughout the Mediterranean Sea as a measure of habitat adequacy. However, the assessed potential nursery grounds were generally marked as “occasional,” implying that although there are areas presenting high probability to encounter Atlantic mackerel, this picture can largely vary from year to year stressing the high susceptibility of the species to environmental conditions. In a further step and toward a spatial management perspective, we have estimated and visualized the overlap between Atlantic mackerel and anchovy/ sardine juvenile grounds throughout the basin. Results showed that although the degree of overlapping was generally low, not exceeding 15% in general, this varied at a regional level going up to 30%. The potential of the output of this work for management purposes like the implementation of spatially-explicit management tools is discussed.
topic habitat suitability modeling
Atlantic mackerel
nursery grounds
Mediterranean Sea
generalized additive models
acoustic surveys
url http://journal.frontiersin.org/article/10.3389/fmars.2017.00230/full
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