Physics-informed and machine learning-enabled retrieval of ocean current speed from flow noise
Tsu Wei Tan,
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Oleg A. Godin,
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Matthew W. Walters
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et al.
The Journal of the Acoustical Society of America,
Journal Year:
2025,
Volume and Issue:
157(2), P. 1084 - 1096
Published: Feb. 1, 2025
Episodes
of
exceptionally
strong
near-bottom
currents
were
encountered
at
depths
over
2500
m
in
a
52-day
deployment
moored
autonomous
acoustic
noise
recorders
(MANRs)
the
Atlantis
II
Seamounts
Northwest
Atlantic.
A
correlation
is
found
between
current
speed
and
intensity,
especially
infrasonic
frequencies
below
20
Hz.
Flow
ambient
sound,
including
shipping
noise,
made
comparable
contributions
to
measured
intensity
but
had
distinct
spectral
properties.
This
paper
explores
way
identify
quantify
differences
flow
sound
pressure
fluctuations
by
hydrophone
find
statistical
characteristics
which
contain
robust
information
about
speed.
regression
tree
machine
learning
model
was
developed
relate
features
directly
speeds.
By
training
using
data
from
MANR
equipped
with
meter,
time
series
obtained
1-min
resolution
another
MANR,
where
only
available.
Accuracy
inferred
speeds
confirmed
comparing
dependence
spectra
on
two
MANRs.
Language: Английский
Spatial observations of low-frequency acoustic propagation near isolated seamounts using an autonomous surface vehicle
Matthew McKinley,
No information about this author
Davis Rider,
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Laurent Grare
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et al.
JASA Express Letters,
Journal Year:
2025,
Volume and Issue:
5(4)
Published: April 1, 2025
This
work
demonstrates
the
feasibility
of
using
autonomous
surface
vehicles
equipped
with
a
shallow
towed
acoustic
module
(TAM)
to
survey
spatial
variability
low-frequency
propagation
across
complex
bathymetry,
such
as
Atlantis
II
seamounts
in
Northwest
Atlantic.
The
abrupt
seamount
topography
is
found
significantly
influence
TAM's
recordings
chirp
transmissions
(500–600
Hz
band)
from
bottom-moored
source
∼30
km
by
notably
causing
blockage
in-plane
paths
and
reverberation
arrivals
displaying
three-dimensional
effects,
confirmed
synthetic
aperture
beamforming.
Ray
tracing
simulations
are
compared
these
observations
based
on
data-assimilated
ocean
model.
Language: Английский