A method for seafloor classification using directional variograms, demonstrated for data from the western flank of the Mid-Atlantic Ridge |
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Authors: | Ute Christina Herzfeld |
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Institution: | (1) Scrips Institution of Oceanography, University of California at San Diego, 92093-0205 La Jolla, California, USA |
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Abstract: | Seafloor classification is aimed at quantitatively characterizing seafloor properties such as roughness and anisotropy, and at using such spatial characteristics to distinguish geological provinces automatically. From geostatistical principals, a variogram method is developed for seafloor classification and it is demonstrated for data from the western flank of the Mid-Atlantic Ridge at 25°45N to 26°40N. This study uses HYDROSWEEP bathymetric data which have been ping-edited to flag erroneous data records, and navigation corrected. The classification method can handle the resultant data gaps inside the survey swaths as well as interpret data from several swaths. For a suite of test areas representative of different geological provinces, directional variograms are calculated, and characteristic parameters are extracted for the classification. Examples include a sediment pond, abyssal hill terrain in several segments and of variable spacing, inside and outside corners of ridge discontinuities, and mixed morphological forms. The dependency of the results on random or regular subsampling and on the size of the test area is investigated. |
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Keywords: | classification spatial structure analysis geostatistics bathymetry Atlantic automatization |
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