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Hotspot Habitat Modeling of Skipjack Tuna (Katsuwonus pelamis) in the Indian Ocean by Using Multisatellite Remote Sensing

Ali Haghi Vayghan, Ming‐An Lee

2022Turkish Journal of Fisheries and Aquatic Sciences12 citationsDOIOpen Access PDF

Abstract

Skipjack tuna (SKJ) is one of the most targeted fish species globally, especially in the Indian Ocean. SKJ fishery data from Iranian purse seiners and multisatellite remote sensing data were used for hotspot habitat modeling from 2010 to 2018. Spatial and temporal variables were the most important predictors in the generalized additive model (GAM), and 58.6% of the variance was explained. In the MaxEnt model, sea surface temperature (SST), eddy kinetic energy (EKE), and sea surface height (SSH) were the most important predictors of SKJ hotspot habitat suitability in the tropical Indian Ocean between 2°S and 2°N. Furthermore, of the total studied area in the Indian Ocean defined as optimal habitat (habitat suitability index>0.6), 6.8% and 5.3% exhibited ordinary habitat suitability (AUC=0.934, P<0.01) and hotspot habitat suitability (AUC=0.952, P<0.01), respec tively. Iranian purse seiners are distributed mainly in tropical areas, and in the present study, SKJ habitat was affected by environmental variables, as determined using multisatellite remote sensing data. In general, for effective regional monitoring and management strategies to ensure sustainable fisheries, diverse datasets compiled using satellite datasets and habitat modeling can help identify potential hotspot habitats, thereby enabling more accurate suitable habitat zone predictions and more efficient stock management.

Topics & Concepts

HabitatHotspot (geology)Skipjack tunaGeneralized additive modelEnvironmental scienceFisheryMarine habitatsSea surface temperatureTunaSea-surface heightGeographyRemote sensingOceanographyEcologyMeteorologyGeologyBiologyComputer scienceFish <Actinopterygii>Machine learningGeophysicsMarine and fisheries researchCoral and Marine Ecosystems StudiesMarine Bivalve and Aquaculture Studies
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