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Hidden Markov models for multiaspect target classification

Publication ,  Journal Article
Runkle, PR; Bharadwaj, PK; Couchman, L; Carin, L
Published in: IEEE Transactions on Signal Processing
January 1, 1999

This correspondence presents a new approach for target identification, in which we fuse scattering data from multiple target-sensor orientations. The multiaspect data is processed via hidden Markov model (HMM) classifiers, buttressed by physics-based feature extraction. This approach explicitly accounts for the fact that the target-sensor orientation is generally unknown or 'hidden'. Discrimination results are presented for measured scattering data.

Duke Scholars

Published In

IEEE Transactions on Signal Processing

DOI

ISSN

1053-587X

Publication Date

January 1, 1999

Volume

47

Issue

7

Start / End Page

2035 / 2040

Related Subject Headings

  • Networking & Telecommunications
 

Citation

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Runkle, P. R., Bharadwaj, P. K., Couchman, L., & Carin, L. (1999). Hidden Markov models for multiaspect target classification. IEEE Transactions on Signal Processing, 47(7), 2035–2040. https://doi.org/10.1109/78.771050
Runkle, P. R., P. K. Bharadwaj, L. Couchman, and L. Carin. “Hidden Markov models for multiaspect target classification.” IEEE Transactions on Signal Processing 47, no. 7 (January 1, 1999): 2035–40. https://doi.org/10.1109/78.771050.
Runkle PR, Bharadwaj PK, Couchman L, Carin L. Hidden Markov models for multiaspect target classification. IEEE Transactions on Signal Processing. 1999 Jan 1;47(7):2035–40.
Runkle, P. R., et al. “Hidden Markov models for multiaspect target classification.” IEEE Transactions on Signal Processing, vol. 47, no. 7, Jan. 1999, pp. 2035–40. Scopus, doi:10.1109/78.771050.
Runkle PR, Bharadwaj PK, Couchman L, Carin L. Hidden Markov models for multiaspect target classification. IEEE Transactions on Signal Processing. 1999 Jan 1;47(7):2035–2040.

Published In

IEEE Transactions on Signal Processing

DOI

ISSN

1053-587X

Publication Date

January 1, 1999

Volume

47

Issue

7

Start / End Page

2035 / 2040

Related Subject Headings

  • Networking & Telecommunications