Stochastic formalism-based seafloor feature discrimination using multifractality of time-dependent acoustic backscatter

Dual-frequency echo-envelope data acquired using the normal-incidence single-beam echosounder system (SBES) have been examined to study its scale invariant properties. The scaling and multifractality of the SBES echo envelopes (at 33 and 210 kHz) were validated by applying a stochastic-based multifr...

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Main Authors: K. Haris, B. Chakraborty
Format: Article
Language:English
Published: Copernicus Publications 2014-01-01
Series:Nonlinear Processes in Geophysics
Online Access:http://www.nonlin-processes-geophys.net/21/101/2014/npg-21-101-2014.pdf
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spelling doaj-e3190977ffc442769922d53871f477092020-11-24T22:57:11ZengCopernicus PublicationsNonlinear Processes in Geophysics1023-58091607-79462014-01-0121110111310.5194/npg-21-101-2014Stochastic formalism-based seafloor feature discrimination using multifractality of time-dependent acoustic backscatterK. Haris0B. Chakraborty1CSIR-National Institute of Oceanography, Dona Paula, Goa 403004, IndiaCSIR-National Institute of Oceanography, Dona Paula, Goa 403004, IndiaDual-frequency echo-envelope data acquired using the normal-incidence single-beam echosounder system (SBES) have been examined to study its scale invariant properties. The scaling and multifractality of the SBES echo envelopes (at 33 and 210 kHz) were validated by applying a stochastic-based multifractal analysis technique. The analyses carried out substantiate the hierarchy of multiplicative cascade dynamics in the echo envelopes, demonstrating a first-order multifractal phase transition. The resulting scale invariant parameters (α, <i>C</i><sub>1</sub>, and <i>H</i>) establish gainful information that can facilitate distinctive delineation of the sediment provinces in the central part of the western continental shelf of India. The universal multifractal parameters among the coarse and fine sediments exhibit subtle difference in α and <i>H</i>, whereas the codimension parameter <i>C</i><sub>1</sub> representing the sparseness of the data varies. The <i>C</i><sub>1</sub> values are well clustered at both the acoustic frequencies, demarcating the coarse and fine sediment provinces. Statistically significant correlations are noticeable between the computed <i>C</i><sub>1</sub> values and the ground truth sediment information. The variations in the multifractal parameters and their behavior with respect to the ground truth sediment information are in good corroboration with the previously estimated sediment geoacoustic inversion results obtained at the same locations.http://www.nonlin-processes-geophys.net/21/101/2014/npg-21-101-2014.pdf
collection DOAJ
language English
format Article
sources DOAJ
author K. Haris
B. Chakraborty
spellingShingle K. Haris
B. Chakraborty
Stochastic formalism-based seafloor feature discrimination using multifractality of time-dependent acoustic backscatter
Nonlinear Processes in Geophysics
author_facet K. Haris
B. Chakraborty
author_sort K. Haris
title Stochastic formalism-based seafloor feature discrimination using multifractality of time-dependent acoustic backscatter
title_short Stochastic formalism-based seafloor feature discrimination using multifractality of time-dependent acoustic backscatter
title_full Stochastic formalism-based seafloor feature discrimination using multifractality of time-dependent acoustic backscatter
title_fullStr Stochastic formalism-based seafloor feature discrimination using multifractality of time-dependent acoustic backscatter
title_full_unstemmed Stochastic formalism-based seafloor feature discrimination using multifractality of time-dependent acoustic backscatter
title_sort stochastic formalism-based seafloor feature discrimination using multifractality of time-dependent acoustic backscatter
publisher Copernicus Publications
series Nonlinear Processes in Geophysics
issn 1023-5809
1607-7946
publishDate 2014-01-01
description Dual-frequency echo-envelope data acquired using the normal-incidence single-beam echosounder system (SBES) have been examined to study its scale invariant properties. The scaling and multifractality of the SBES echo envelopes (at 33 and 210 kHz) were validated by applying a stochastic-based multifractal analysis technique. The analyses carried out substantiate the hierarchy of multiplicative cascade dynamics in the echo envelopes, demonstrating a first-order multifractal phase transition. The resulting scale invariant parameters (α, <i>C</i><sub>1</sub>, and <i>H</i>) establish gainful information that can facilitate distinctive delineation of the sediment provinces in the central part of the western continental shelf of India. The universal multifractal parameters among the coarse and fine sediments exhibit subtle difference in α and <i>H</i>, whereas the codimension parameter <i>C</i><sub>1</sub> representing the sparseness of the data varies. The <i>C</i><sub>1</sub> values are well clustered at both the acoustic frequencies, demarcating the coarse and fine sediment provinces. Statistically significant correlations are noticeable between the computed <i>C</i><sub>1</sub> values and the ground truth sediment information. The variations in the multifractal parameters and their behavior with respect to the ground truth sediment information are in good corroboration with the previously estimated sediment geoacoustic inversion results obtained at the same locations.
url http://www.nonlin-processes-geophys.net/21/101/2014/npg-21-101-2014.pdf
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