In the context of global warming leading to rapidly changing Arctic sea ice and the environment, it is necessary to understand the statistical characteristics of noise under existing Arctic ocean environmental conditions. The data recorded from August 1, 2018 to November 2, 2019, on the Arctic Chukchi Plateau, have been studied to analyze the relationship between the ice transient events and the non-Gaussian statistics of under-ice noise. The ice-generated transient noise largely contributes to the under-ice noise environment, and the total under-ice noise exhibits non-Gaussian statistics due to the occurrence of these ice transients. The number of ice transients has a strong negative correlation with the characteristic index α, meaning that the higher the occurrence of transient events, the stronger the non-Gaussian statistics of under-ice noise. Stronger non-Gaussian noise with full ice coverage is observed compared to partial ice coverage. The under-ice noise in 0.5–1 kHz exhibits the strongest non-Gaussian statistics, followed by 1–4 kHz, while it is weakest in 20–500 Hz. The statistics of ice transients and under-ice noise have been provided in this paper, which can be used in sonar detection algorithms and have important significance for the performance prediction and optimization of sonar processors.

1.
Bibalan
,
M. H.
,
Amindavar
,
H.
, and
Amirmazlaghani
,
M.
(
2017
). “
Characteristic function based parameter estimation of skewed alpha-stable distribution: An analytical approach
,”
Signal Process.
130
,
323
336
.
2.
Calderon
,
M. A.
(
1964
).
Probability Density Analysis of Ocean Ambient and Ship Noise
(
Navy Electronics Lab
,
San Diego
).
3.
Chen
,
C. F.
(
1990
). “
Analysis of marginal ice zone noise events
,” Ph.D. dissertation,
MIT
,
Cambridge, MA
.
4.
Chen
,
R.
,
Poulsen
,
A.
, and
Schmidt
,
H.
(
2019
). “
Spectral, spatial, and temporal characteristics of underwater ambient noise in the Beaufort Sea in 1994 and 2016
,”
J. Acoust. Soc. Am.
145
(
2
),
605
614
.
5.
Diachok
,
O. I.
, and
Winokur
,
R. S.
(
1974
). “
Spatial variability of underwater ambient noise at the arctic ice-water boundary
,”
J. Acoust. Soc. Am.
55
(
4
),
750
753
.
6.
Dwyer
,
R. F.
(
1983
). “
A technique for improving detection and estimation of signals contaminated by under ice noise
,”
J. Acoust. Soc. Am.
74
(
1
),
124
130
.
7.
Ganton
,
J. H.
, and
Milne
,
A. R.
(
1965
). “
Temperature- and wind-dependent ambient noise under midwinter pack ice
,”
J. Acoust. Soc. Am.
38
(
3
),
406
411
.
8.
Georgiou
,
P. G.
,
Tsakalides
,
P.
, and
Kyriakakis
,
C.
(
1999
). “
Alpha-stable modeling of noise and robust time-delay estimation in the presence of impulsive noise
,”
IEEE Trans. Multimed.
1
(
3
),
291
301
.
9.
Glowacki
,
O.
,
Deane
,
G. B.
, and
Moskalik
,
M.
(
2018
). “
The intensity, directionality, and statistics of underwater noise from melting icebergs
,”
Geophys. Res. Lett.
45
(
9
),
4105
4113
, https://doi.org/10.1029/2018GL077632.
10.
Halliday
,
W. D.
,
Barclay
,
D.
,
Barkley
,
A. N.
,
Cook
,
E.
,
Dawson
,
J.
,
Hilliard
,
R. C.
,
Hussey
,
N. E.
,
Jones
,
J. M.
,
Juanes
,
F.
,
Marcoux
,
M.
,
Niemi
,
A.
,
Nudds
,
S.
,
Pine
,
M. K.
,
Richards
,
C.
,
Scharffenberg
,
K.
,
Westdal
,
K.
, and
Insley
,
S. J.
(
2021
). “
Underwater sound levels in the Canadian Arctic, 2014–2019
,”
Mar. Pollut. Bull.
168
,
112437
.
11.
Han
,
D. G.
,
Joo
,
J.
,
Son
,
W.
,
Cho
,
K. H.
,
Choi
,
J. W.
,
Yang
,
E. J.
,
Kim
,
J. H.
,
Kang
,
S. H.
, and
La
,
H. S.
(
2021
). “
Effects of geophony and anthrophony on the underwater acoustic environment in the East Siberian Sea
,”
Geophys. Res. Lett.
48
(
12
),
e2021GL093097
, https://doi.org/10.1029/2021GL093097.
12.
Han
,
X.
,
Yin
,
J.
,
Yang
,
Y.
,
Wen
,
H.
, and
Guo
,
L.
(
2020
). “
Under-ice ambient noise in the Arctic Ocean: Observations at the long-term ice station
,”
Acta Oceanol. Sin.
39
(
9
),
125
132
.
13.
Insley
,
S. J.
,
Halliday
,
W. D.
, and
De Jong
,
T.
(
2017
). “
Seasonal patterns in ocean ambient noise near Sachs Harbour, Northwest Territories
,”
Arctic
70
(
3
),
239
248
.
14.
Kinda
,
G. B.
,
Simard
,
Y.
,
Gervaise
,
C.
,
Mars
,
J. I.
, and
Fortier
,
L.
(
2013
). “
Under-ice ambient noise in Eastern Beaufort Sea, Canadian Arctic, and its relation to environmental forcing
,”
J. Acoust. Soc. Am.
134
(
1
),
77
87
.
15.
Kinda
,
G. B.
,
Simard
,
Y.
,
Gervaise
,
C.
,
Mars
,
J. I.
, and
Fortier
,
L.
(
2015
). “
Arctic underwater noise transients from sea ice deformation: Characteristics, annual time series, and forcing in Beaufort Sea
,”
J. Acoust. Soc. Am.
138
(
4
),
2034
2045
.
16.
Lewis
,
J. K.
, and
Denner
,
W. W.
(
1987
). “
Arctic ambient noise in the Beaufort Sea: Seasonal space and time scales
,”
J. Acoust. Soc. Am.
82
(
3
),
988
997
.
17.
Lewis
,
J. K.
, and
Denner
,
W. W.
(
1988
). “
Arctic ambient noise in the Beaufort Sea: Seasonal relationships to sea ice kinematics
,”
J. Acoust. Soc. Am.
83
(
2
),
549
565
.
18.
Makris
,
N. C.
, and
Dyer
,
I.
(
1986
). “
Environmental correlates of pack ice noise
,”
J. Acoust. Soc. Am.
79
(
5
),
1434
1440
.
19.
Makris
,
N. C.
, and
Dyer
,
I.
(
1991
). “
Environmental correlates of Arctic ice-edge noise
,”
J. Acoust. Soc. Am.
90
(
6
),
3288
3298
.
20.
Milne
,
A. R.
(
1960
). “
Shallow water under-ice acoustics in Barrow Strait
,”
J. Acoust. Soc. Am.
32
(
8
),
1007
1016
.
21.
Milne
,
A. R.
(
1972
). “
Thermal tension cracking in sea ice: A source of underice noise
,”
J. Geophys. Res.
77
(
12
),
2177
2192
, https://doi.org/10.1029/JC077i012p02177.
22.
Milne
,
A. R.
, and
Ganton
,
J. H.
(
1964
). “
Ambient noise under Arctic-Sea ice
,”
J. Acoust. Soc. Am.
36
(
5
),
855
863
.
23.
Milne
,
A. R.
, and
Ganton
,
J. H.
(
1969
). “
Diurnal variations in underwater noise beneath springtime sea-ice
,”
Nature
221
(
5183
),
851
852
.
24.
Milne
,
A. R.
,
Ganton
,
J. H.
, and
McMillin
,
D. J.
(
1967
). “
Ambient noise under sea ice and further measurements of wind and temperature dependence
,”
J. Acoust. Soc. Am.
41
(
2
),
525
528
.
25.
Mo
,
X.
,
Wen
,
H.
,
Yang
,
Y.
,
Zhou
,
H.
,
Cheng
,
S.
, and
Wei
,
S.
(
2023
). “
A parameter estimation method of α stable distribution and its application in the statistical modeling of ice-generated noise
,”
Acta Acust.
48
(
2
),
319
326
(in Chinese).
26.
Nikias
,
C. L.
, and
Shao
,
M.
(
1995
).
Signal Processing with Alpha-Stable Distributions and Applications
(
Wiley-Interscience
,
New York
).
27.
Ozanich
,
E.
,
Gerstoft
,
P.
,
Worcester
,
P. F.
,
Dzieciuch
,
M. A.
, and
Thode
,
A.
(
2017
). “
Eastern Arctic ambient noise on a drifting vertical array
,”
J. Acoust. Soc. Am.
142
(
4
),
1997
2006
.
28.
Pritchard
,
R. S.
(
1984
). “
Arctic Ocean background noise caused by ridging of sea ice
,”
J. Acoust. Soc. Am.
75
(
2
),
419
427
.
29.
Roth
,
E. H.
,
Hildebrand
,
J. A.
,
Wiggins
,
S. M.
, and
Ross
,
D.
(
2012
). “
Underwater ambient noise on the Chukchi Sea continental slope from 2006–2009
,”
J. Acoust. Soc. Am.
131
(
1
),
104
110
.
30.
Sagers
,
J. D.
, and
Ballard
,
M. S.
(
2018
). “
Properties of the ambient noise field at the 150-m isobath during the Canada Basin acoustic propagation experiment
,”
Proc. Mtgs. Acoust.
33
,
070001
.
31.
Saha
,
S.
,
Moorthi
,
S.
,
Pan
,
H.-L.
,
Wu
,
X.
,
Wang
,
J.
,
Nadiga
,
S.
,
Tripp
,
P.
,
Kistler
,
R.
,
Woollen
,
J.
,
Behringer
,
D.
,
Liu
,
H.
,
Stokes
,
D.
,
Grumbine
,
R.
,
Gayno
,
G.
,
Wang
,
J.
,
Hou
,
Y.-T.
,
Chuang
,
H.
,
Juang
,
H. M.
,
Sela
,
J.
,
Iredell
,
M.
,
Treadon
,
R.
,
Kleist
,
D.
,
Delst
,
P. V.
,
Keyser
,
D.
,
Derber
,
J.
,
Ek
,
M.
,
Meng
,
J.
,
Wei
,
H.
,
Yang
,
R.
,
Lord
,
S.
,
van den Dool
,
H.
,
Kumar
,
A.
,
Wang
,
W.
,
Long
,
C.
,
Chelliah
,
M.
,
Xue
,
Y.
,
Huang
,
B.
,
Schemm
,
J.-K.
,
Ebisuzaki
,
W.
,
Lin
,
R.
,
Xie
,
P.
,
Chen
,
M.
,
Zhou
S.
,
Higgins
,
W.
,
Zou
,
C.-Z.
,
Liu
,
Q.
,
Chen
,
Y.
,
Han
,
Y.
,
Cucurull
,
L.
,
Reynolds
,
R. W.
,
Rutledge
,
G.
, and
Goldberg
,
M.
(
2010
). “
The NCEP Climate Forecast system Reanalysis
,”
Bull. Am. Meteor. Soc.
91
,
1015
1057
.
32.
Saha
,
S.
,
Moorthi
,
S.
,
Wu
,
X.
,
Wang
,
J.
,
Nadiga
,
S.
,
Tripp
,
P.
,
Behringer
,
D.
,
Hou
,
Y.
,
Chuang
,
H.
,
Iredell
,
M.
,
Ek
,
M.
,
Meng
,
J.
,
Yang
,
R.
,
Mendez
,
M. P.
,
Dool
,
H.
,
Zhang
,
Q.
,
Wang
,
W.
,
Chen
,
M.
, and
Becker
,
E.
(
2014
). “
The NCEP climate forecast system version 2
,”
J. Clim.
27
(
6
),
2185
2208
.
33.
Schlitzer, Reiner, Ocean Data View, odv.awi.d (
2021
). Usage of ODV for commercial and military purposes requires purchase of an ODV software license. For more information please see the ODV license document (Last viewed January 13, 2023).
34.
Seo
,
J. S.
,
Cho
,
S. J.
, and
Feher
,
K.
(
1989
). “
Impact of non-Gaussian impulsive noise on the performance of high-level QAM
,”
IEEE Trans. Electromagn. Compat.
31
(
2
),
177
180
.
35.
Shao
,
M.
, and
Nikias
,
C. L.
(
1993
). “
Signal processing with fractional lower order moments: Stable processes and their applications
,”
Proc. IEEE
81
(
7
),
986
1010
.
36.
Sheng
,
X.
,
Dong
,
C.
,
Guo
,
L.
, and
Yin
,
J.
(
2021
). “
Ambient noise under stably covered ice
,”
J. Acoust. Soc. Am.
150
(
4
),
3074
3084
.
37.
Southall
,
B. L.
,
Southall
,
H.
,
Antunes
,
R.
,
Nichols
,
R.
,
Rouse
,
A.
,
Stafford
,
K. M.
,
Robards
,
M.
, and
Rosenbaum
,
H. C.
(
2020
). “
Seasonal trends in underwater ambient noise near St. Lawrence Island and the Bering Strait
,”
Mar. Pollut. Bull.
157
,
111283
.
38.
Stamoulis
,
C.
(
1997
). “
Analysis of ice-induced acoustic events in the Central arctic
,” Ph.D. dissertation,
MIT
,
Cambridge, MA
.
39.
Urick
,
R. J.
(
1971
). “
The noise of melting icebergs
,”
J. Acoust. Soc. Am.
50
(
1B
),
337
341
.
40.
Veitch
,
J. G.
, and
Wilks
,
A. R.
(
1985
). “
A characterization of Arctic undersea noise
,”
J. Acoust. Soc. Am.
77
(
3
),
989
999
.
41.
Wen
,
H.
,
Yang
,
Y.
,
Ruan
,
H.
,
Zhou
,
H.
, and
Wang
,
N.
(
2020
). “
Nearfield measurements of ice melting noise in the central Arctic Ocean in summer
,”
Polar Sci.
24
,
100528
.
42.
Wen
,
H.
,
Yang
,
Y.
,
Zhou
,
H.
,
Wei
,
S.
,
Ruan
,
H.
, and
Mo
,
X.
(
2022
). “
Comparison of underwater noise at the Chukchi Plateau under open-water and ice-covered conditions
,”
Polar Sci.
33
,
100870
.
43.
Xie
,
Y.
, and
Farmer
,
D. M.
(
1992
). “
The sound of ice break–up and floe interaction
,”
J. Acoust. Soc. Am.
91
(
3
),
1423
1428
.
44.
Xu
,
M.
, and
Zhang
,
B.
(
2017
). “
A new estimator of skewness parameter in stable distribution
,”
Sci. Sin. Math.
47
,
423
434
(in Chinese).
45.
Yang
,
T. C.
,
Giellis
,
G. R.
,
Votaw
,
C. W.
, and
Diachok
,
O. I.
(
1987
). “
Acoustic properties of ice edge noise in the Greenland Sea
,”
J. Acoust. Soc. Am.
82
(
3
),
1034
1038
.
46.
Zakarauskas
,
P.
(
1993
). “
Detection and localization of nondeterministic transients in time series and application to ice-cracking sound
,”
Digit. Signal Process.
3
(
1
),
36
45
.
47.
Zakarauskas
,
P.
,
Parfitt
,
C. J.
, and
Thorleifson
,
J. M.
(
1991
). “
Automatic extraction of spring-time Arctic ambient noise transients
,”
J. Acoust. Soc. Am.
90
(
1
),
470
474
.
You do not currently have access to this content.