Literature DB >> 22820745

Remote identification of a shipwreck site from MBES backscatter.

Giuseppe Masetti1, Brian Calder.   

Abstract

The method described attempts to remotely identify the shape of an anthropogenic object, such as a wreck of a modern vessel, using reflectivity data from Multi-Beam Echosounder (MBES) systems. In the beam domain, the backscatter strength values - geometrically and radiometrically corrected - are used to extract a large number of Gray Level Co-occurrence Matrix (GLCM) features with different input parameters. Principal Component Analysis (PCA) is applied in order to achieve dimensionality reduction whilst a K-means algorithm clusters as "shipwreck site" a large number of beams for each line. After the geo-referencing process, a K-nearest-neighbors (K-NN) technique is applied as a filter for possible misclassifications. Finally, the shape of the shipwreck site is defined from the georeferenced beams using the α-shape method, constructing an output compatible with Geographic Information Systems (GIS).
Copyright © 2012 Elsevier Ltd. All rights reserved.

Mesh:

Year:  2012        PMID: 22820745     DOI: 10.1016/j.jenvman.2012.06.037

Source DB:  PubMed          Journal:  J Environ Manage        ISSN: 0301-4797            Impact factor:   6.789


  1 in total

1.  Integrating multibeam backscatter angular response, mosaic and bathymetry data for benthic habitat mapping.

Authors:  Rozaimi Che Hasan; Daniel Ierodiaconou; Laurie Laurenson; Alexandre Schimel
Journal:  PLoS One       Date:  2014-05-13       Impact factor: 3.240

  1 in total

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