Using self organizing maps to analyze larval fish assemblage vertical dynamics through environmental-ontogenetic gradients

Type Article
Date 2021-09
Language English
Author(s) Álvarez I.1, Font Munoz Joan Salvador1, 3, Hernández-Carrasco I.1, Díaz-Gil C.1, 2, Salgado-Hernanz P.M.1, Catalán I.A.1
Affiliation(s) 1 : IMEDEA (UIB-CSIC). Miquel Marqués 21, 07190, Esporles, Spain
2 : Laboratori d' Investigacions Marines i Aqüicultura, LIMIA (Balearic Government), Port d'Andratx, Illes Balears, Spain
3 : IFREMER, French Institute for Sea Research, DYNECO PELAGOS, 29280, Plouzané, France
Source Estuarine Coastal And Shelf Science (0272-7714) (Elsevier BV), 2021-09 , Vol. 258 , P. 107410 (12p.)
DOI 10.1016/j.ecss.2021.107410
Keyword(s) Larval fish assemblages, Self-organizing maps, Neural networks, Seasonal thermocline, Vertical distribution
Abstract

We analyzed the influence of the stratification process in the vertical distribution of larval fish in a microtidal coastal Mediterranean zone. By applying a Self Organizing Maps (SOM) technique, we could analyze a complex dataset accounting for non-linear processes. The analysis integrated multivariate data on larval fish and environmental parameters in two depth strata through two-time components (nictimeral and fortnightly through the main spawning seasons), and considered size-based information. Although causal relationships cannot be constructed, the use of SOM analyses enabled the description of the whole system evolution overcoming the constraints of linear approaches in complex multivariate datasets with multiple dependencies in the data. We contend that this approach can help to unveil the intricate patterns of settlement/recruitment of young fish, which is often hampered by the rigidity of some formal statistical approaches.

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How to cite 

Álvarez I., Font Munoz Joan Salvador, Hernández-Carrasco I., Díaz-Gil C., Salgado-Hernanz P.M., Catalán I.A. (2021). Using self organizing maps to analyze larval fish assemblage vertical dynamics through environmental-ontogenetic gradients. Estuarine Coastal And Shelf Science, 258, 107410 (12p.). Publisher's official version : https://doi.org/10.1016/j.ecss.2021.107410 , Open Access version : https://archimer.ifremer.fr/doc/00695/80754/