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Statistics Modeling of Shallow Sea Ambient Noise and Its Applications in Low-frequency Line Spectrum Detection

Statistics Modeling of Shallow Sea Ambient Noise and Its Applications in Low-frequency Line Spectrum Detection
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摘要 The noise's statistical characteristics are very important for signal detection.In this paper,the ambient noise statistical characteristics are investigated by using the recorded noise data in sea trials first,and the results show that the generalized Gaussian distribution is a suitable model for the ambient noise modeling.Thereafter,the optimal detector based on maximum likelihood ratio can be deduced,and the asymptotic detector is also derived under weak signal assumption.The detector's performance is verified by using numerical simulation,and the results showthat the optimal and asymptotic detectors outperform the conventional correlation-integration system due to accuracy modeling of ambient noise. The noise's statistical characteristics are very important for signal detection. In this paper, the ambient noise statistical characteristics are investigated by using the recorded noise data in sea trials first, and the results show that the generalized Gaussian distribution is a suitable model for the ambient noise modeling. Thereafter, the optimal detector based on maximum likelihood ratio can be deduced, and the asymptotic detector is also derived under weak signal assumption. The detector' s performance is verified by using numerical simulation, and the results show that the optimal and asymptotic detectors outperform the conventional correlation-integration system due to accuracy modeling of ambient noise.
出处 《Defence Technology(防务技术)》 SCIE EI CAS 2011年第2期78-81,共4页 Defence Technology
基金 Sponsored by the National Nature Science Foundation of China(11074308) China Postdoctoral Science Foundation(201003754)
关键词 information processing technique generalized Gaussian distribution line spectrum detection ambient noise information processing technique generalized Gaussian distribution line spectrum detection ambient noise
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参考文献4

  • 1LI Min.Low frequency signal detection in shallow water[]..2009
  • 2Chitre M A,Potter J R,Ong S H.Optimal and near-optimal Signaldetection in snapping shrimp dominated ambient noise[].IEEEJournal of Oceanic Engineering.2006
  • 3Nielsen,P. A.,Thomas,J. B.A comparison of parametric and non-parametric performance levels for underwater noise[].The Journal of The Acoustical Society of America.1990
  • 4Kay SM.Fundamentals of Statistical Signal Processing,Volume I: Estimation Theory[]..1993

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