Dual hidden Markov model characterization of wavelet coefficients from multi-aspect scattering data
Publication
, Journal Article
Dasgupta, N; Runkle, P; Couchman, L; Carin, L
Published in: Proceedings of SPIE - The International Society for Optical Engineering
January 1, 2000
We consider angle-dependent scattering (electromagnetic or acoustic) from a general target, for which the scattered signal is a non-stationary function of the target-sensor orientation. A statistical model is presented for the wavelet coefficients of such a signal, in which the angular non-stationary is characterized by an 'outer' hidden Markov model (HMMo). The statistics of the wavelet coefficients, within a state of the outer HMM, are characterized by a second, 'inner' HMM (HMMi), exploiting the tree structure of the wavelet decomposition. This dual-HMM construct is demonstrated by considering multi-aspect target identification using measured acoustic scattering data.
Duke Scholars
Published In
Proceedings of SPIE - The International Society for Optical Engineering
DOI
ISSN
0277-786X
Publication Date
January 1, 2000
Volume
4038 (II)
Start / End Page
954 / 965
Related Subject Headings
- 5102 Atomic, molecular and optical physics
- 4009 Electronics, sensors and digital hardware
- 4006 Communications engineering
Citation
APA
Chicago
ICMJE
MLA
NLM
Dasgupta, N., Runkle, P., Couchman, L., & Carin, L. (2000). Dual hidden Markov model characterization of wavelet coefficients from multi-aspect scattering data. Proceedings of SPIE - The International Society for Optical Engineering, 4038 (II), 954–965. https://doi.org/10.1117/12.396179
Dasgupta, N., P. Runkle, L. Couchman, and L. Carin. “Dual hidden Markov model characterization of wavelet coefficients from multi-aspect scattering data.” Proceedings of SPIE - The International Society for Optical Engineering 4038 (II) (January 1, 2000): 954–65. https://doi.org/10.1117/12.396179.
Dasgupta N, Runkle P, Couchman L, Carin L. Dual hidden Markov model characterization of wavelet coefficients from multi-aspect scattering data. Proceedings of SPIE - The International Society for Optical Engineering. 2000 Jan 1;4038 (II):954–65.
Dasgupta, N., et al. “Dual hidden Markov model characterization of wavelet coefficients from multi-aspect scattering data.” Proceedings of SPIE - The International Society for Optical Engineering, vol. 4038 (II), Jan. 2000, pp. 954–65. Scopus, doi:10.1117/12.396179.
Dasgupta N, Runkle P, Couchman L, Carin L. Dual hidden Markov model characterization of wavelet coefficients from multi-aspect scattering data. Proceedings of SPIE - The International Society for Optical Engineering. 2000 Jan 1;4038 (II):954–965.
Published In
Proceedings of SPIE - The International Society for Optical Engineering
DOI
ISSN
0277-786X
Publication Date
January 1, 2000
Volume
4038 (II)
Start / End Page
954 / 965
Related Subject Headings
- 5102 Atomic, molecular and optical physics
- 4009 Electronics, sensors and digital hardware
- 4006 Communications engineering