DocumentCode :
1516039
Title :
Performance Analysis of Matched-Field Source Localization Under Spatially Correlated Noise Field
Author :
Xu, Wen ; Xiao, Zhuan ; Yu, Lu
Author_Institution :
Dept. of Inf. Sci. & Electron. Eng., Zhejiang Univ., Hangzhou, China
Volume :
36
Issue :
2
fYear :
2011
fDate :
4/1/2011 12:00:00 AM
Firstpage :
273
Lastpage :
284
Abstract :
Matched-field processing (MFP) concerns estimation of source locations by exploiting full wave modeling of acoustic waveguide propagation. Typical MFP performance demonstrates a threshold behavior, that is, below some signal-to-noise ratio (SNR), the mean-square error (MSE) increases dramatically. This threshold phenomenon has been intensively investigated previously under spatially white noise field. In this paper, we develop approaches to study MFP performance in the presence of spatially correlated noises. Both the discrete interference and surface-generated noise are considered, and a so-called method of intervals errors (MIE) is derived in the context of the maximum likelihood estimate (MLE). Performance analysis of both narrowband and broadband MFP is implemented for source localization in a realistic shallow water environment. Simulation results suggest that 1) adding either spatially correlated noise increases the MLE threshold SNR compared to the case with white noise only, but effects at high SNR are different, MSE decreasing at the same rate with a point interference while decaying in a slower pace with surface-generated noises; 2) with a strong discrete interference, interference position, rather than strength, matters more in determining the MLE performance, and broadband processing effectively reduces the threshold SNR; 3) effect of the surface-generated noises is highly frequency dependent, and processing using a higher frequency would be preferred; 4) overall the surface-generated noise is more difficult to attack by an adaptive method such as the MLE.
Keywords :
acoustic noise; acoustic wave interference; geophysical signal processing; maximum likelihood estimation; oceanographic techniques; remote sensing by radar; sonar signal processing; underwater acoustic propagation; MFP performance analysis; acoustic waveguide propagation; broadband MFP; discrete interference; full wave modeling; intervals errors method; matched field processing; matched field source localization; maximum likelihood estimation; mean square error; narrowband MFP; shallow water environment; signal-noise ratio; source location estimation; spatially correlated noise field; surface generated noise; threshold behavior; Error probability; Maximum likelihood estimation; Performance analysis; Sea surface; Signal to noise ratio; Surface treatment; Matched-field processing (MFP); maximum likelihood estimate (MLE); method of interval errors (MIE); performance analysis; spatially correlated noise field;
fLanguage :
English
Journal_Title :
Oceanic Engineering, IEEE Journal of
Publisher :
ieee
ISSN :
0364-9059
Type :
jour
DOI :
10.1109/JOE.2011.2129390
Filename :
5766779
Link To Document :
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