Browse > Article
http://dx.doi.org/10.7776/ASK.2018.37.6.489

A study on the target detection method of the continuous-wave active sonar in reverberation based on beamspace-domain multichannel nonnegative matrix factorization  

Lee, Seokjin (School of Electronics Engineering, Kyungpook National University)
Abstract
In this paper, a target detection method based on beamspace-domain multichannel nonnegative matrix factorization is studied when an echo of continuous-wave ping is received from a low-Doppler target in reverberant environment. If the receiver of the continuous-wave active sonar moves, the frequency range of the reverberation is broadened due to the Doppler effect, so the low-Doppler target echo is interfered by the reverberation in this case. The developed algorithm analyzes the multichannel spectrogram of the received signal into frequency bases, time bases, and beamformer gains using the beamspace-domain multichannel nonnnegative matrix factorization, then the algorithm estimates the frequency, time, and bearing of target echo by choosing a proper basis. To analyze the performance of the developed algorithm, simulations were performed in various signal-to-reverberation conditions. The results show that the proposed algorithm can estimate the frequency, time, and bearing, but the performance was degraded in the low signal-to-reverberation condition. It is expected that modifying the selection algorithm of the target echo basis can enhance the performance according to the simulation results.
Keywords
Active sonar; Target detection; Reverberation; Continuous-wave; Multichannel nonnegative matrix factorization;
Citations & Related Records
Times Cited By KSCI : 1  (Citation Analysis)
연도 인용수 순위
1 T. Collins and P. Atkins, "Doppler-sensitive active sonar pulse designs for reverberation processing," IEE Proc. of Radar, Sonar, and Navigation 145, 347-353 (1998).
2 H. Cox and L. Hung, "Geometric comb waveforms for reverberation suppression," 28th Asilomar Conference on Signals, Systems and Computers 2, 1185-1189 (1994).
3 J. M. Alsup, "Comb waveforms for sonar," 33rd Asilomar Conference on Signals, Systems and Computers 2, 864-869 (1999).
4 Y. Doisy, L. Deuraz, S. P. van Ijsselmuide, S. P. Beerens, and R. Been, "Reverberation suppression using wideband Doppler-sensitive pulses," IEEE J. Ocean. Eng. 33, 419-433 (2008).   DOI
5 S. Kay and J. Salisbury, "Improved active sonar detection using autoregressive prewhiteners," J. Acoust. Soc. Am. 87, 1603-1611 (1990).   DOI
6 G. Ginolhac and G. Jourdain, "Principal component inverse algorithm for detection in the presence of reverberation," IEEE J. Ocean. Eng. 27, 310-321 (2002).   DOI
7 W. Lei, Q. Zhang, X. Ma, and C. Hou, "Active sonar detection in reverberation via signal subspace extraction algorithm," EURASIP J. Wireless Communications and Networking 2010, 1-10 (2010).
8 S. Lee, S. H. Park, and K.-M. Sung, "Beamspace-domain multichannel nonnegative matrix factorization for audio source separation," IEEE Signal Process. Lett. 19, 43-46 (2012).   DOI
9 S. Lee, J. S. Lim, and M. Cheong, "Reverberation suppression algorithm for continuous-wave active sonar system based on overlapping nonnegative matrix factorization" (in Korean), J. Acoust. Soc. Kr. 36, 273-278 (2017).
10 A. Ozerov and C. Fevotte, "Multichannel nonnegative matrix factorization in convolutive mixtures for audio source separation," IEEE/ACM Trans. Audio, Speech, Language Process. 18, 550-563 (2010).   DOI
11 W. S. Burdic, Underwater Acoustic System Analysis (Prentice-Hall, NJ, 1991), Chap. 12.
12 D. A. Abraham and A. P. Lyons, "Simulation of non-rayleigh reverberation and clutter," IEEE J. Ocean. Eng. 29, 347-362 (2004).   DOI