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Adaptive multimodality sensing of landmines

Publication ,  Journal Article
He, L; Ji, S; Scott, WR; Carin, L
Published in: IEEE Transactions on Geoscience and Remote Sensing
June 1, 2007

The problem of adaptive multimodality sensing of landmines is considered based on electromagnetic induction (EMI) and ground-penetrating radar (GPR) sensors. Two formulations are considered based on a partially observable Markov decision process (POMDP) framework. In the first formulation, it is assumed that sufficient training data are available, and a POMDP model is designed based on physics-based features, with model selection performed via a variational Bayes analysis of several possible models. In the second approach, the training data are assumed absent or insufficient, and a lifelong-learning approach is considered, in which exploration and exploitation are integrated. We provide a detailed description of both formulations, with example results presented using measured EMI and GPR data, for buried mines and clutter. © 2007 IEEE.

Duke Scholars

Published In

IEEE Transactions on Geoscience and Remote Sensing

DOI

ISSN

0196-2892

Publication Date

June 1, 2007

Volume

45

Issue

6

Start / End Page

1756 / 1773

Related Subject Headings

  • Geological & Geomatics Engineering
  • 40 Engineering
  • 37 Earth sciences
  • 0909 Geomatic Engineering
  • 0906 Electrical and Electronic Engineering
  • 0404 Geophysics
 

Citation

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He, L., Ji, S., Scott, W. R., & Carin, L. (2007). Adaptive multimodality sensing of landmines. IEEE Transactions on Geoscience and Remote Sensing, 45(6), 1756–1773. https://doi.org/10.1109/TGRS.2007.894933
He, L., S. Ji, W. R. Scott, and L. Carin. “Adaptive multimodality sensing of landmines.” IEEE Transactions on Geoscience and Remote Sensing 45, no. 6 (June 1, 2007): 1756–73. https://doi.org/10.1109/TGRS.2007.894933.
He L, Ji S, Scott WR, Carin L. Adaptive multimodality sensing of landmines. IEEE Transactions on Geoscience and Remote Sensing. 2007 Jun 1;45(6):1756–73.
He, L., et al. “Adaptive multimodality sensing of landmines.” IEEE Transactions on Geoscience and Remote Sensing, vol. 45, no. 6, June 2007, pp. 1756–73. Scopus, doi:10.1109/TGRS.2007.894933.
He L, Ji S, Scott WR, Carin L. Adaptive multimodality sensing of landmines. IEEE Transactions on Geoscience and Remote Sensing. 2007 Jun 1;45(6):1756–1773.

Published In

IEEE Transactions on Geoscience and Remote Sensing

DOI

ISSN

0196-2892

Publication Date

June 1, 2007

Volume

45

Issue

6

Start / End Page

1756 / 1773

Related Subject Headings

  • Geological & Geomatics Engineering
  • 40 Engineering
  • 37 Earth sciences
  • 0909 Geomatic Engineering
  • 0906 Electrical and Electronic Engineering
  • 0404 Geophysics