Title :
Time-reversal imaging and classification for distant targets in a shallow water channel
Author :
Dasgupta, Nilanjan ; Carin, Lawrence
Author_Institution :
Dept. of Electr. & Comput. Eng., Duke Univ., Durham, NC, USA
Abstract :
Time-reversal imaging (TRI) is analogous to matched-field processing, although TRI is typically very wideband and is capable of performing target classification (in addition to localization). We apply the time-reversal technique to locate man-made cylindrical targets moving in a shallow ocean channel at long range, as well as to classify them from natural false targets like a school of fish. We present imaging and classification on simulated scattering data, for both target classes. In addition to the imaging, we explore extraction of features from the time-reversal data, with these applied to subsequent target classification. Time-reversal implementation requires a fast forward model, which we implement by a normal-mode model. We present the underlying theory of TRI, feature extraction and target classification via a relevance vector machine (RVM).
Keywords :
acoustic imaging; feature extraction; signal classification; underwater sound; acoustic channel; acoustic imaging; distant target classification; feature extraction; fish school; man-made cylindrical targets; matched-field processing; relevance vector machine; shallow water channel; time-reversal theory; ultrasonic imaging; underwater imaging; Acoustic imaging; Acoustic scattering; Acoustic waves; Feature extraction; Oceans; Sea surface; Surface acoustic waves; Transceivers; Ultrasonic imaging; Wideband;
Conference_Titel :
Acoustics, Speech, and Signal Processing, 2004. Proceedings. (ICASSP '04). IEEE International Conference on
Print_ISBN :
0-7803-8484-9
DOI :
10.1109/ICASSP.2004.1326195