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 p...

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/ADA203821
http://oai.dtic.mil/oai/oai?&verb=getRecord&metadataPrefix=html&identifier=ADA203821
id ftdtic:ADA203821
record_format openpolar
spelling ftdtic:ADA203821 2023-05-15T14:51:34+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 text/html http://www.dtic.mil/docs/citations/ADA203821 http://oai.dtic.mil/oai/oai?&verb=getRecord&metadataPrefix=html&identifier=ADA203821 en eng http://www.dtic.mil/docs/citations/ADA203821 Approved for public release; distribution is unlimited. DTIC AND NTIS Acoustic Detection and Detectors *ACOUSTIC DETECTORS *ACOUSTIC DATA *UNDERWATER SOUND SIGNALS PROBABILITY SHAPE MOVING TARGETS FALSE ALARMS CORRELATION PULSES SAMPLING ADAPTIVE FILTERS MATCHED FILTERS FUNCTIONS(MATHEMATICS) PREPROCESSING NARROWBAND ARCTIC REGIONS NOISE(SOUND) SONAR TARGETS BANDSTOP FILTERS DETECTION UNDERICE HIGH POWER OPTIMIZATION NOTCHED FILTERS UNDERICE ACOUSTICS CORRELATION FUNCTIONS Text 1988 ftdtic 2016-02-23T07:47:45Z 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 a 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: Acoustic data; Underice acoustic detectors. Presented at the Annual Asilomar Conference on Signals, Systems, and Computers (22nd), Asilomar, CA, 31 Oct-2 Nov 1988. 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 Acoustic Detection and Detectors
*ACOUSTIC DETECTORS
*ACOUSTIC DATA
*UNDERWATER SOUND SIGNALS
PROBABILITY
SHAPE
MOVING TARGETS
FALSE ALARMS
CORRELATION
PULSES
SAMPLING
ADAPTIVE FILTERS
MATCHED FILTERS
FUNCTIONS(MATHEMATICS)
PREPROCESSING
NARROWBAND
ARCTIC REGIONS
NOISE(SOUND)
SONAR TARGETS
BANDSTOP FILTERS
DETECTION
UNDERICE
HIGH POWER
OPTIMIZATION
NOTCHED FILTERS
UNDERICE ACOUSTICS
CORRELATION FUNCTIONS
spellingShingle Acoustic Detection and Detectors
*ACOUSTIC DETECTORS
*ACOUSTIC DATA
*UNDERWATER SOUND SIGNALS
PROBABILITY
SHAPE
MOVING TARGETS
FALSE ALARMS
CORRELATION
PULSES
SAMPLING
ADAPTIVE FILTERS
MATCHED FILTERS
FUNCTIONS(MATHEMATICS)
PREPROCESSING
NARROWBAND
ARCTIC REGIONS
NOISE(SOUND)
SONAR TARGETS
BANDSTOP FILTERS
DETECTION
UNDERICE
HIGH POWER
OPTIMIZATION
NOTCHED FILTERS
UNDERICE ACOUSTICS
CORRELATION FUNCTIONS
Nielsen, P. A.
Thomas, J. B.
Effect of Correlation on Signal Detection in Arctic Under-Ice Noise
topic_facet Acoustic Detection and Detectors
*ACOUSTIC DETECTORS
*ACOUSTIC DATA
*UNDERWATER SOUND SIGNALS
PROBABILITY
SHAPE
MOVING TARGETS
FALSE ALARMS
CORRELATION
PULSES
SAMPLING
ADAPTIVE FILTERS
MATCHED FILTERS
FUNCTIONS(MATHEMATICS)
PREPROCESSING
NARROWBAND
ARCTIC REGIONS
NOISE(SOUND)
SONAR TARGETS
BANDSTOP FILTERS
DETECTION
UNDERICE
HIGH POWER
OPTIMIZATION
NOTCHED FILTERS
UNDERICE ACOUSTICS
CORRELATION FUNCTIONS
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 a 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: Acoustic data; Underice acoustic detectors. Presented at the Annual Asilomar Conference on Signals, Systems, and Computers (22nd), Asilomar, CA, 31 Oct-2 Nov 1988.
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/ADA203821
http://oai.dtic.mil/oai/oai?&verb=getRecord&metadataPrefix=html&identifier=ADA203821
geographic Arctic
geographic_facet Arctic
genre Arctic
genre_facet Arctic
op_source DTIC AND NTIS
op_relation http://www.dtic.mil/docs/citations/ADA203821
op_rights Approved for public release; distribution is unlimited.
_version_ 1766322700908756992