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NIR spectroscopy with multivariate calibration and lock-in amplification to detect chemicals concealed behind fabrics
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Saleem, Aamer, Canal, Celine, Hutchins, David A. and Green, Roger, 1951- (2011) NIR spectroscopy with multivariate calibration and lock-in amplification to detect chemicals concealed behind fabrics. In: Chemical, Biological, Radiological, Nuclear, and Explosives (CBRNE) Sensing XII, Orlando, Florida, USA, 26th April 2011. Published in: NIR, IR, and Photothermal Detection of Explosives, Vol. 8018 80181I-80181I.
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Official URL: http://dx.doi.org/10.1117/12.883839
Abstract
The detection of specific chemicals when concealed behind a layer of clothing is reported using near infrared (NIR) spectroscopy. Concealment modifies the spectrum of a particular chemical when recorded at stand-off ranges of three meters in a diffuse reflection experiment. The subsequent analysis to identify a particular chemical has involved employing calibration models such as principal component regression (PCR) and partial least squares regression (PLSR). Additionally, detection has been attempted with good results using neural networks. The latter technique serves to overcome nonlinearities in the calibration/training dataset, affording more robust modelling. Finally, lock-in amplification of spectral data collected in through-transmission arrangement has been shown to allow detection at SNR as low as -60dB. The work has been shown to both allow detection of specific chemicals concealed behind a single intervening layer of fabric material, and to estimate the concentration of certain liquids.
| Item Type: | Conference Item (Paper) |
|---|---|
| Divisions: | Faculty of Science > Engineering |
| Journal or Publication Title: | NIR, IR, and Photothermal Detection of Explosives |
| Publisher: | SPIE |
| ISSN: | 0277786X |
| Official Date: | 26 April 2011 |
| Volume: | Vol. 8018 |
| Page Range: | 80181I-80181I |
| Identification Number: | 10.1117/12.883839 |
| Status: | Peer Reviewed |
| Publication Status: | Published |
| Access rights to Published version: | Restricted or Subscription Access |
| Conference Paper Type: | Paper |
| Title of Event: | Chemical, Biological, Radiological, Nuclear, and Explosives (CBRNE) Sensing XII |
| Type of Event: | Conference |
| Location of Event: | Orlando, Florida, USA |
| Date(s) of Event: | 26th April 2011 |
| URI: | http://wrap.warwick.ac.uk/id/eprint/44294 |
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