TY - GEN
T1 - Time-reversal imaging and classification for distant targets in a shallow water channel
AU - Dasgupta, Nilanjan
AU - Carin, Lawrence
N1 - Generated from Scopus record by KAUST IRTS on 2021-02-09
PY - 2004/10/7
Y1 - 2004/10/7
N2 - 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). In this paper 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, with that implemented here by a normal-mode model. In this paper, we present the underlying theory of TRI, feature extraction and target classification via a relevance vector machine (RVM).
AB - 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). In this paper 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, with that implemented here by a normal-mode model. In this paper, we present the underlying theory of TRI, feature extraction and target classification via a relevance vector machine (RVM).
UR - http://www.scopus.com/inward/record.url?scp=4644351275&partnerID=8YFLogxK
M3 - Conference contribution
BT - ICASSP, IEEE International Conference on Acoustics, Speech and Signal Processing - Proceedings
ER -