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Comparison of optimal and suboptimal processors for classification of buried metal objects

Publication ,  Journal Article
Gao, P; Collins, L
Published in: IEEE Signal Processing Letters
January 1, 1999

Classification of metal objects is important for landmine and unexploded ordnance applications. Previously, we have investigated optimal classification of landmine-like metal objects using wideband frequency-domain electromagnetic induction data [1]. Here, a suboptimal processor, which is computationally less burdensome than the optimal processor, is discussed. The data is first normalized, exploiting the fact that the level of the response changes significantly while the structure of the magnitude of the response changes only slightly as the target/sensor orientation changes for the class of objects considered. Results indicate that the suboptimal processor performance approaches that of the optimal classifier on normalized data. Thus, normalization mitigates the uncertainty resulting from the target/sensor orientation.

Duke Scholars

Published In

IEEE Signal Processing Letters

DOI

ISSN

1070-9908

Publication Date

January 1, 1999

Volume

6

Issue

8

Start / End Page

216 / 218

Related Subject Headings

  • Networking & Telecommunications
  • 4603 Computer vision and multimedia computation
  • 4009 Electronics, sensors and digital hardware
  • 4006 Communications engineering
  • 1005 Communications Technologies
  • 0906 Electrical and Electronic Engineering
  • 0801 Artificial Intelligence and Image Processing
 

Citation

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Gao, P., & Collins, L. (1999). Comparison of optimal and suboptimal processors for classification of buried metal objects. IEEE Signal Processing Letters, 6(8), 216–218. https://doi.org/10.1109/97.774871
Gao, P., and L. Collins. “Comparison of optimal and suboptimal processors for classification of buried metal objects.” IEEE Signal Processing Letters 6, no. 8 (January 1, 1999): 216–18. https://doi.org/10.1109/97.774871.
Gao P, Collins L. Comparison of optimal and suboptimal processors for classification of buried metal objects. IEEE Signal Processing Letters. 1999 Jan 1;6(8):216–8.
Gao, P., and L. Collins. “Comparison of optimal and suboptimal processors for classification of buried metal objects.” IEEE Signal Processing Letters, vol. 6, no. 8, Jan. 1999, pp. 216–18. Scopus, doi:10.1109/97.774871.
Gao P, Collins L. Comparison of optimal and suboptimal processors for classification of buried metal objects. IEEE Signal Processing Letters. 1999 Jan 1;6(8):216–218.

Published In

IEEE Signal Processing Letters

DOI

ISSN

1070-9908

Publication Date

January 1, 1999

Volume

6

Issue

8

Start / End Page

216 / 218

Related Subject Headings

  • Networking & Telecommunications
  • 4603 Computer vision and multimedia computation
  • 4009 Electronics, sensors and digital hardware
  • 4006 Communications engineering
  • 1005 Communications Technologies
  • 0906 Electrical and Electronic Engineering
  • 0801 Artificial Intelligence and Image Processing