Effect of Correlation on Signal Detection in Arctic Under-Ice Noise

Signal detection in a large segment of non-Gaussian and non-stationary Arctic under-ice noise, which contains both high power narrow-band and impulsive components, is examined. It is shown that the correlation functions of sub-segments of data change significantly, and if ignored, can degrade the pe...

Full description

Bibliographic Details
Main Authors: Nielsen, P. A., Thomas, J. B.
Other Authors: PRINCETON UNIV NJ DEPT OF ELECTRICAL ENGINEERING AND COMPUTER SCIENCE
Format: Text
Language:English
Published: 1988
Subjects:
Online Access:http://www.dtic.mil/docs/citations/ADA230143
http://oai.dtic.mil/oai/oai?&verb=getRecord&metadataPrefix=html&identifier=ADA230143
id ftdtic:ADA230143
record_format openpolar
spelling ftdtic:ADA230143 2023-05-15T14:50:52+02:00 Effect of Correlation on Signal Detection in Arctic Under-Ice Noise Nielsen, P. A. Thomas, J. B. PRINCETON UNIV NJ DEPT OF ELECTRICAL ENGINEERING AND COMPUTER SCIENCE 1988-11-02 text/html http://www.dtic.mil/docs/citations/ADA230143 http://oai.dtic.mil/oai/oai?&verb=getRecord&metadataPrefix=html&identifier=ADA230143 en eng http://www.dtic.mil/docs/citations/ADA230143 Approved for public release; distribution is unlimited. DTIC AND NTIS Electrical and Electronic Equipment Acoustic Detection and Detectors Acoustics *HIGH POWER DETECTORS PROBABILITY SHAPE FALSE ALARMS CORRELATION PULSES SIGNALS SAMPLING ADAPTIVE FILTERS NOISE HYDROPHONES MATCHED FILTERS FUNCTIONS(MATHEMATICS) NARROWBAND ARCTIC REGIONS NOISE(SOUND) OMNIDIRECTIONAL BANDSTOP FILTERS UNDERICE DETECTION Text 1988 ftdtic 2016-02-22T23:28:36Z Signal detection in a large segment of non-Gaussian and non-stationary Arctic under-ice noise, which contains both high power narrow-band and impulsive components, is examined. It is shown that the correlation functions of sub-segments of data change significantly, and if ignored, can degrade the performance of the detector. For a false alarm probability of 0.05 and a known constant signal, the matched filter was on average 17.6% better than a detector designed assuming independent noise samples. It is also shown that pre-processing the data with an adaptive notch filter, then using the matched filter will result in a further improvement of about 6%. Additionally, the effect two different signal shapes have on the performance of the matched filter is examined. Keywords: Underwater sound d signals; Underice noise sound; Omnidirectional hydrophones. Text Arctic Defense Technical Information Center: DTIC Technical Reports database Arctic
institution Open Polar
collection Defense Technical Information Center: DTIC Technical Reports database
op_collection_id ftdtic
language English
topic Electrical and Electronic Equipment
Acoustic Detection and Detectors
Acoustics
*HIGH POWER
DETECTORS
PROBABILITY
SHAPE
FALSE ALARMS
CORRELATION
PULSES
SIGNALS
SAMPLING
ADAPTIVE FILTERS
NOISE
HYDROPHONES
MATCHED FILTERS
FUNCTIONS(MATHEMATICS)
NARROWBAND
ARCTIC REGIONS
NOISE(SOUND)
OMNIDIRECTIONAL
BANDSTOP FILTERS
UNDERICE
DETECTION
spellingShingle Electrical and Electronic Equipment
Acoustic Detection and Detectors
Acoustics
*HIGH POWER
DETECTORS
PROBABILITY
SHAPE
FALSE ALARMS
CORRELATION
PULSES
SIGNALS
SAMPLING
ADAPTIVE FILTERS
NOISE
HYDROPHONES
MATCHED FILTERS
FUNCTIONS(MATHEMATICS)
NARROWBAND
ARCTIC REGIONS
NOISE(SOUND)
OMNIDIRECTIONAL
BANDSTOP FILTERS
UNDERICE
DETECTION
Nielsen, P. A.
Thomas, J. B.
Effect of Correlation on Signal Detection in Arctic Under-Ice Noise
topic_facet Electrical and Electronic Equipment
Acoustic Detection and Detectors
Acoustics
*HIGH POWER
DETECTORS
PROBABILITY
SHAPE
FALSE ALARMS
CORRELATION
PULSES
SIGNALS
SAMPLING
ADAPTIVE FILTERS
NOISE
HYDROPHONES
MATCHED FILTERS
FUNCTIONS(MATHEMATICS)
NARROWBAND
ARCTIC REGIONS
NOISE(SOUND)
OMNIDIRECTIONAL
BANDSTOP FILTERS
UNDERICE
DETECTION
description Signal detection in a large segment of non-Gaussian and non-stationary Arctic under-ice noise, which contains both high power narrow-band and impulsive components, is examined. It is shown that the correlation functions of sub-segments of data change significantly, and if ignored, can degrade the performance of the detector. For a false alarm probability of 0.05 and a known constant signal, the matched filter was on average 17.6% better than a detector designed assuming independent noise samples. It is also shown that pre-processing the data with an adaptive notch filter, then using the matched filter will result in a further improvement of about 6%. Additionally, the effect two different signal shapes have on the performance of the matched filter is examined. Keywords: Underwater sound d signals; Underice noise sound; Omnidirectional hydrophones.
author2 PRINCETON UNIV NJ DEPT OF ELECTRICAL ENGINEERING AND COMPUTER SCIENCE
format Text
author Nielsen, P. A.
Thomas, J. B.
author_facet Nielsen, P. A.
Thomas, J. B.
author_sort Nielsen, P. A.
title Effect of Correlation on Signal Detection in Arctic Under-Ice Noise
title_short Effect of Correlation on Signal Detection in Arctic Under-Ice Noise
title_full Effect of Correlation on Signal Detection in Arctic Under-Ice Noise
title_fullStr Effect of Correlation on Signal Detection in Arctic Under-Ice Noise
title_full_unstemmed Effect of Correlation on Signal Detection in Arctic Under-Ice Noise
title_sort effect of correlation on signal detection in arctic under-ice noise
publishDate 1988
url http://www.dtic.mil/docs/citations/ADA230143
http://oai.dtic.mil/oai/oai?&verb=getRecord&metadataPrefix=html&identifier=ADA230143
geographic Arctic
geographic_facet Arctic
genre Arctic
genre_facet Arctic
op_source DTIC AND NTIS
op_relation http://www.dtic.mil/docs/citations/ADA230143
op_rights Approved for public release; distribution is unlimited.
_version_ 1766321935362293760