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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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 |
work_keys_str_mv |
AT kharis stochasticformalismbasedseafloorfeaturediscriminationusingmultifractalityoftimedependentacousticbackscatter AT bchakraborty stochasticformalismbasedseafloorfeaturediscriminationusingmultifractalityoftimedependentacousticbackscatter |
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