Integrating Towed Underwater Video and Multibeam Acoustics for Marine Benthic Habitat Mapping and Fish Population Estimation

نویسندگان

چکیده

The west Florida shelf (WFS; Gulf of Mexico, USA) is an important area for commercial and recreational fishing, yet much it remains unmapped unexplored, hindering effective monitoring fish stocks. goals this study were to map the habitat at intensively fished on WFS known as “The Elbow”, assess differences in communities among different types, estimate abundance each taxa within area. High-resolution multibeam bathymetric backscatter data combined with high-definition (HD) video collected from a near-bottom towed vehicle characterize benthic well identify enumerate fishes. Two semi-automated statistical classifiers implemented obtaining substrate maps. supervised classification (random forest) performed significantly better (p = 0.001; ? 0.05) than unsupervised (k-means clustering). Additionally, we found was include predictors range spatial scales. Significant community composition both vertical relief be rock higher areas generally associated greater density. Our results are consistent idea that offshore hard-bottom habitats, particularly those relief, serve “essential habitat”, these rocky habitats account just 4% but 65% estimated total abundance. However, sand contributes 35% despite comparably low densities due its large area, indicating importance including estimates well. This work demonstrates utility combining underwater sampling echosounder maps mapping estimation

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ژورنال

عنوان ژورنال: Geosciences

سال: 2021

ISSN: ['2076-3263']

DOI: https://doi.org/10.3390/geosciences11040176