Application of partial least squares regression to the automatic detection of chemical vapors by passive infrared remotely sensed image data

Proceedings of SPIE - The International Society for Optical Engineering

Volumn 5269, Issue , 2004, Pages 243-251

  Feudale, Robert N ^a   Brown, Steven D ^a  

^a UNIVERSITY OF DELAWARE   (United States)

Author keywords

Chemical detection; Partial least squares; PLS; Wavelet transform

Indexed keywords

DATA ACQUISITION; IMAGING TECHNIQUES; INFRARED RADIATION; INFRARED SPECTROSCOPY; LEAST SQUARES APPROXIMATIONS; PRINCIPAL COMPONENT ANALYSIS; REMOTE SENSING; SENSORS;

CHEMICAL DETECTION; HYPERSPECTRAL IMAGES; MULTIVARIATE CURVE RESOLUTION (MCR); WAVELET TRANSFORM;

VAPORS;

EID: 2442430327     PISSN: 0277786X     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1117/12.516149     Document Type: Conference Paper

References (21)

1. L. Zhang and G.W. Small, "Automatic detection of chemical vapors by pattern recognition analysis of passive multispectral infrared remote sensing imaging data." Appl. Spectrosc., 56, 1082-1092, 2002.
2. P.O. Idwasi, G.W. Small, R.J. Combs, R.B. Knapp, and R.T. Kroutil, "Multiple filtering strategy for the automatic detection of ethanol by passive Fourier transform infrared spectrometry," Appl. Spectrosc., 55, 1544-1552, 2001.
3. A.S. Bangalore, G.W. Small, R.J. Combs, R.B. Knapp, R.T. Kroutil, C.A. Traynor, and J.D. Ko, "Automatic detection of trichloroethylene by Fourier transform infrared remote sensing measurements," Anal. Chem., 69, 118-129, 1997.
4. R.T. Kroutil, J.T. Ditillo, and G.W. Small, In Computer-Enhanced Analytical Spectroscopy, Chapter 4, Plenum, New York, 1990.
5. J.C. Harsanyi and C.I. Chang, "Hyperspectral image classification and dimensionality reduction: An orthogonal subspace projection approach," IEEE Trans. Geosci. Remote Sensing, 32, 779-785, 1994.
6. C.I. Chang, T.L. Sun, and M.L.G. Althouse, "Unsupervised interference rejection approach to target detection and classification for hyperspectral imagery," Opt. Eng., 37, 735-743, 1998.
7. H. Ren and C.I. Chang, "A generalized orthogonal subspace projection approach to unsupervised multispectral image classification," IEEE Trans. Geosci. Remote Sensing, 38, 2515-2528, 2000.
8. S. Tompkins, J.F. Mustard, C.M. Pieters, and D.W. Forsyth, "Optimization of endmembers for spectral mixture analysis," Remote Sens. Environ., 59, 472-489, 1997.
9. S.D. Brown, "Real-time filtering of data from mobile, passive remote infrared sensors with principal component models of background," J. Chemom., 5, 147-161, 1991.
10. E. Malinowski, In Factor Analysis in Chemistry, Chapter 3, John Wiley & Sons, New York, 2002.
11. W.H. Lawton and E.A. Sylvestre, "Self modeling curve resolution," Technometrics, 13, 617-632, 1971.
12. P. Gemperline, "Computation of the range of feasible solutions in self-modeling curve resolution algorithms," Anal. Chem., 71, 5398-5404, 1999.
13. N.B. Gallagher, B.M. Wise, and D.M. Sheen, "Error analysis for estimation of trace vapor concentration pathlength in stack plumes," Appl. Spectrosc., 57, 614-621, 2003.
14. P. Geladi and B.R. Kowalski, "Partial least squares regression: A tutorial," Anal. Chim. Acta, 185, 1-17, 1986.
15. S. de Jong, "SIMPLS: an alternative approach to partial least squares regression," Chemom. Intell. Lab. Syst., 18, 251-263, 1993.
16. M.J. Mattu, G.W. Small, R.J. Combs, R.B. Knapp, and R.T. Kroutil, "Quantitative analysis of sulfur dioxide with passive Fourier transform infrared remote sensing interferogram date," Appl. Spectrosc., 54, 341-348, 2000.
17. I.R. Johansen, G.T. Lines, A. Honne, and T. Midtgaard, "Calibration of an FT-IR spectrometer for ambient air monitoring using PLS," Appl. Spectrosc., 51, 1540-1546, 1997.
18. C.W. Brown and P.P. Lynch, "Matrix representations and criteria for selecting analytical wavelengths for multicomponent spectroscopic analysis," Anal. Chem., 54, 1472-1479, 1982.
19. K.R. Beebe, R.J. Pell, and M.B. Seasholtz, In Chemometrics: A practical guide, Chapter 5, John Wiley & Sons, New York, 1998.
20. R.E. Shaffer and R.J. Combs, "Comparison of spectral and interferogram processing methods using simulated passive Fourier transform infrared remote sensing data," Appl. Spectrosc., 55, 1404-1413, 2001.
21. H.W. Tan and S.D. Brown, "Wavelet analysis applied to removing non-constant, varying spectroscopic background in multivariate calibration," J. Chemom., 16, 228-240, 2002.