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| Publications [#63816] of Lawrence Carin
Papers Published
- Runkle, P. and Carin, L., Multi-aspect target identification with wave-based matching pursuits and continuous hidden Markov models,
1999 IEEE International Conference on Acoustics, Speech, and Signal Processing. Proceedings. ICASSP99 (Cat. No.99CH36258), vol. vol.4
(1999),
pp. 2115 - 18, Phoenix, AZ, USA [ICASSP.1999.758351]
(last updated on 2007/04/14)
Abstract: A wave-based matching-pursuits algorithm is used to parse multi-aspect time-domain backscattering data into its underlying wavefront-resonance constituents, or features. Consequently, the N multi-aspect waveforms under test are mapped into N feature vectors, yn. Target identification is effected by fusing these N vectors in a maximum-likelihood sense, which we show, under reasonable assumptions, can be implemented via a hidden Markov model (HMM). The algorithm performance is assessed by considering measured acoustic scattering data from five similar submerged elastic targets
Keywords: acoustic wave scattering;backscatter;feature extraction;hidden Markov models;maximum likelihood estimation;resonance;sonar signal processing;sonar target recognition;
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