Seabed sediment classification using multibeam backscatter data based on the selecting optimal random forest model
Sign Up to like & getrecommendations! Published in 2020 at "Applied Acoustics"
DOI: 10.1016/j.apacoust.2020.107387
Abstract: Abstract Seabed sediment classification using acoustic remote sensing technique is an attractive approach due to its high coverage capabilities and limited costs compared to taking samples of the seafloor. This paper focuses on backscatter intensity… read more here.
Keywords: classification; sediment classification; seabed sediment; intensity ... See more keywords
DNN-based seabed classification using differently weighted MBES multifeatures
Sign Up to like & getrecommendations! Published in 2021 at "Marine Geology"
DOI: 10.1016/j.margeo.2021.106519
Abstract: Abstract Seabed sediment classification has significance for the utilization of marine resources and marine scientific research. Currently, the multibeam echo sounder (MBES) is increasingly becoming the tool of choice for large-scale seabed sediment classification. To… read more here.
Keywords: mbes multifeatures; seabed sediment; backscatter mosaic; sediment classification ... See more keywords
A Novel Sub-Bottom Profiler Seabed Sediment Classification Method Based on BPNN With Biot-Stoll Model and Attenuation-Based Model
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DOI: 10.1109/access.2021.3071299
Abstract: The exploitation and utilization of seabed sediments provide vital significance in many fields. Recently, the classification of seabed sediments using sub-bottom profiler(SBP) data has become a research focus. Specifically, SBP data can be applied not… read more here.
Keywords: method; sediment classification; biot stoll; model ... See more keywords
Analysis on Effective UAS Survey Conditions for Classification of Coastal Sediments
Sign Up to like & getrecommendations! Published in 2022 at "IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing"
DOI: 10.1109/jstars.2021.3136228
Abstract: This study aims to introduce effective unmanned aerial system (UAS) survey conditions for coastal sediment classification, including muddy sand, sand, gravel, and shells in a tidal flat area. UAS images with resolutions ranging from 2… read more here.
Keywords: uas survey; sediment classification; accuracy; survey conditions ... See more keywords
Research on Seabed Sediment Classification Based on the MSC-Transformer and Sub-Bottom Profiler
Sign Up to like & getrecommendations! Published in 2023 at "Journal of Marine Science and Engineering"
DOI: 10.3390/jmse11051074
Abstract: This paper proposed an MSC-Transformer model based on the Transformer’s neural network, which was applied to seabed sediment classification. The data came from about 2900 km2 of seabed area on the northern slope of the… read more here.
Keywords: sub bottom; seabed sediment; sediment classification; msc transformer ... See more keywords