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A dual-spectrometer approach to reflectance measurements under sub-optimal sky conditionsCharles M. Bachmann, Marcos J. Montes, Christopher E. Parrish, Robert A. Fusina, C. Reid Nichols, Rong-Rong Li, Eric Hallenborg, Christopher A. Jones, Krista Lee, Jon Sellars, Stephen A. White, and John C. Fry »View Author Affiliations
Charles M. Bachmann,1,*
Marcos J. Montes,1
Christopher E. Parrish,2
Robert A. Fusina,1
C. Reid Nichols,3
Rong-Rong Li,1
Eric Hallenborg,4
Christopher A. Jones,5
Krista Lee,5
Jon Sellars,2
Stephen A. White,2
and John C. Fry3
1Naval Research Laboratory, Remote Sensing Division, 4555 Overlook Ave., SW, Washington, D.C. 20375, USA 2NGS Remote Sensing Division, NOAA/NOS, National Geodetic Survey, 1315 East–west Hwy., Silver Spring, Maryland 20910, USA 3Marine Information Resources Corporation, 12337 Pans Spring Court, Ellicott City, Maryland 21042, USA 4Space and Naval Warfare Systems Center, 53570 Silvergate Ave., San Diego, California 92152, USA 5Remote Sensing Center, Naval Postgraduate School, 833 Dyer Rd., Bldg. 232, Monterey, California 93943, USA *Corresponding author: charles.bachmann@nrl.navy.mil |
Optics Express, Vol. 20, Issue 8, pp. 8959-8973 (2012)
http://dx.doi.org/10.1364/OE.20.008959
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Abstract
This paper presents a practical method for the development of spectral reflectance libraries under sub-optimal sky conditions. Although there are commercially available spectrometers which simultaneously measure both downwelling and upwelling radiance to mitigate the impact of sub-optimal sky conditions, these spectrometers only record in the visible and near infra-red. There are presently no commercially available spectrometers with this capability that can record the visible through short-wave infra-red. This paper presents a practical method of recording and processing data using coordinated measurements from two full-range spectrometers and discusses potential pitfalls and solutions required to achieve accurate reflectance spectra. Results demonstrate that high-quality spectral reflectance libraries can be developed with this approach.
© 2012 OSA
OCIS Codes
(120.6200) Instrumentation, measurement, and metrology : Spectrometers and spectroscopic instrumentation
(300.0300) Spectroscopy : Spectroscopy
ToC Category:
Spectroscopy
History
Original Manuscript: October 14, 2011
Revised Manuscript: February 21, 2012
Manuscript Accepted: February 28, 2012
Published: April 3, 2012
Citation
Charles M. Bachmann, Marcos J. Montes, Christopher E. Parrish, Robert A. Fusina, C. Reid Nichols, Rong-Rong Li, Eric Hallenborg, Christopher A. Jones, Krista Lee, Jon Sellars, Stephen A. White, and John C. Fry, "A dual-spectrometer approach to reflectance measurements under sub-optimal sky conditions," Opt. Express 20, 8959-8973 (2012)
http://www.opticsinfobase.org/oe/abstract.cfm?URI=oe-20-8-8959
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References
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- R. A. V. Rossel, S. R. Cattle, A. Ortega, and Y. Fouad, “In situ measurements of soil colour, mineral composition and clay content by vis-NIR spectroscopy,” Geoderma150(3-4), 253–266 (2009). [CrossRef]
- C. M. Bachmann, C. R. Nichols, M. Montes, R. Li, P. Woodward, R. A. Fusina, W. Chen, V. Mishra, W. Kim, J. Monty, K. McIlhany, K. Kessler, D. Korwan, D. Miller, E. Bennert, G. Smith, D. Gillis, J. Sellers, C. Parrish, A. Schwarzschild, and B. Truitt, “Retrieval of substrate bearing strength from hyperspectral imagery during the Virginia Coast Reserve (VCR ’07) multi-sensor campaign,” Mar. Geod.33(2–3), 101–116 (2010). [CrossRef]
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- G. Schaepman-Strub, M. E. Schaepman, T. H. Painter, S. Dangel, and J. V. Martonchik, “Reflectance quantities in optical remote sensing-definitions and case studies,” Remote Sens. Environ.103(1), 27–42 (2006). [CrossRef]
- G. Serbin, C. S. T. Daughtry, E. R. Hunt, J. B. Reeves, and D. J. Brown, “Effects of soil composition and mineralogy on remote sensing of crop residue cover,” Remote Sens. Environ.113(1), 224–238 (2009). [CrossRef]
- C. D. Mobley, L. K. Sundman, C. O. Davis, J. H. Bowles, T. V. Downes, R. A. Leathers, M. J. Montes, W. P. Bissett, D. D. Kohler, R. P. Reid, E. M. Louchard, and A. Gleason, “Interpretation of hyperspectral remote-sensing imagery by spectrum matching and look-up tables,” Appl. Opt.44(17), 3576–3592 (2005). [CrossRef] [PubMed]
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- K. N. Youngentob, D. A. Roberts, A. A. Held, P. E. Dennison, X. Jia, and D. B. Lindenmayer, “Mapping two Eucalyptus subgenera using multiple endmember spectral mixture analysis and continuum-removed imaging spectrometry data,” Remote Sens. Environ.115(5), 1115–1128 (2011). [CrossRef]
- C. D. Mobley, L. K. Sundman, C. O. Davis, J. H. Bowles, T. V. Downes, R. A. Leathers, M. J. Montes, W. P. Bissett, D. D. Kohler, R. P. Reid, E. M. Louchard, and A. Gleason, “Interpretation of hyperspectral remote-sensing imagery by spectrum matching and look-up tables,” Appl. Opt.44(17), 3576–3592 (2005). [CrossRef] [PubMed]
- M. J. Duggin, “The field measurement of reflectance factors,” Photgrammetry Eng. Rem. Sens.46, 643–647 (1980).
- R. A. V. Rossel, S. R. Cattle, A. Ortega, and Y. Fouad, “In situ measurements of soil colour, mineral composition and clay content by vis-NIR spectroscopy,” Geoderma150(3-4), 253–266 (2009). [CrossRef]
- E. J. Milton, M. E. Schaepman, K. Anderson, M. Kneubuhler, and N. Fox, “Progress in field spectroscopy,” Remote Sens. Environ.113, S92–S109 (2009). [CrossRef]
- C. M. Bachmann, M. J. Montes, R. A. Fusina, C. Parrish, J. Sellars, A. Weidemann, W. Goode, C. R. Nichols, P. Woodward, K. McIlhany, V. Hill, R. Zimmerman, D. Korwan, B. Truitt, and A. Schwarzschild, “Bathymetry retrieval from hyperspectral imagery in the very shallow water limit: a case study from the 2007 Virginia Coast Reserve (VCR ’07) multi-sensor campaign,” Mar. Geod.33(1), 53–75 (2010). [CrossRef]
- C. M. Bachmann, C. R. Nichols, M. Montes, R. Li, P. Woodward, R. A. Fusina, W. Chen, V. Mishra, W. Kim, J. Monty, K. McIlhany, K. Kessler, D. Korwan, D. Miller, E. Bennert, G. Smith, D. Gillis, J. Sellers, C. Parrish, A. Schwarzschild, and B. Truitt, “Retrieval of substrate bearing strength from hyperspectral imagery during the Virginia Coast Reserve (VCR ’07) multi-sensor campaign,” Mar. Geod.33(2–3), 101–116 (2010). [CrossRef]
- M. A. Gilabert and J. Melia, “Solar angle and sky light effects on ground reflectance measurements in a citrus canopy,” Remote Sens. Environ.45(3), 281–293 (1993). [CrossRef]
- C. M. Bachmann, C. R. Nichols, M. Montes, R. Li, P. Woodward, R. A. Fusina, W. Chen, V. Mishra, W. Kim, J. Monty, K. McIlhany, K. Kessler, D. Korwan, D. Miller, E. Bennert, G. Smith, D. Gillis, J. Sellers, C. Parrish, A. Schwarzschild, and B. Truitt, “Retrieval of substrate bearing strength from hyperspectral imagery during the Virginia Coast Reserve (VCR ’07) multi-sensor campaign,” Mar. Geod.33(2–3), 101–116 (2010). [CrossRef]
- C. D. Mobley, L. K. Sundman, C. O. Davis, J. H. Bowles, T. V. Downes, R. A. Leathers, M. J. Montes, W. P. Bissett, D. D. Kohler, R. P. Reid, E. M. Louchard, and A. Gleason, “Interpretation of hyperspectral remote-sensing imagery by spectrum matching and look-up tables,” Appl. Opt.44(17), 3576–3592 (2005). [CrossRef] [PubMed]
- C. M. Bachmann, M. J. Montes, R. A. Fusina, C. Parrish, J. Sellars, A. Weidemann, W. Goode, C. R. Nichols, P. Woodward, K. McIlhany, V. Hill, R. Zimmerman, D. Korwan, B. Truitt, and A. Schwarzschild, “Bathymetry retrieval from hyperspectral imagery in the very shallow water limit: a case study from the 2007 Virginia Coast Reserve (VCR ’07) multi-sensor campaign,” Mar. Geod.33(1), 53–75 (2010). [CrossRef]
- J. P. Guerschman, M. J. Hill, L. J. Renzullo, D. J. Barrett, A. S. Marks, and E. J. Botha, “Estimating fractional cover of photosynthetic vegetation, non-photosynthetic vegetation and bare soil in the Australian tropical savanna region upscaling the EO-1 Hyperion and MODIS sensors,” Remote Sens. Environ.113(5), 928–945 (2009). [CrossRef]
- K. N. Youngentob, D. A. Roberts, A. A. Held, P. E. Dennison, X. Jia, and D. B. Lindenmayer, “Mapping two Eucalyptus subgenera using multiple endmember spectral mixture analysis and continuum-removed imaging spectrometry data,” Remote Sens. Environ.115(5), 1115–1128 (2011). [CrossRef]
- J. P. Guerschman, M. J. Hill, L. J. Renzullo, D. J. Barrett, A. S. Marks, and E. J. Botha, “Estimating fractional cover of photosynthetic vegetation, non-photosynthetic vegetation and bare soil in the Australian tropical savanna region upscaling the EO-1 Hyperion and MODIS sensors,” Remote Sens. Environ.113(5), 928–945 (2009). [CrossRef]
- C. M. Bachmann, M. J. Montes, R. A. Fusina, C. Parrish, J. Sellars, A. Weidemann, W. Goode, C. R. Nichols, P. Woodward, K. McIlhany, V. Hill, R. Zimmerman, D. Korwan, B. Truitt, and A. Schwarzschild, “Bathymetry retrieval from hyperspectral imagery in the very shallow water limit: a case study from the 2007 Virginia Coast Reserve (VCR ’07) multi-sensor campaign,” Mar. Geod.33(1), 53–75 (2010). [CrossRef]
- G. Serbin, C. S. T. Daughtry, E. R. Hunt, J. B. Reeves, and D. J. Brown, “Effects of soil composition and mineralogy on remote sensing of crop residue cover,” Remote Sens. Environ.113(1), 224–238 (2009). [CrossRef]
- K. N. Youngentob, D. A. Roberts, A. A. Held, P. E. Dennison, X. Jia, and D. B. Lindenmayer, “Mapping two Eucalyptus subgenera using multiple endmember spectral mixture analysis and continuum-removed imaging spectrometry data,” Remote Sens. Environ.115(5), 1115–1128 (2011). [CrossRef]
- M. Lewis, V. Jooste, and A. A. de Gasparis, “Discrimination of arid vegetation with airborne multispectral scanner hyperspectral imagery,” IEEE Trans. Geosci. Remote Sens.39(7), 1471–1479 (2001). [CrossRef]
- E. Karpouzli, T. J. Malthus, and C. J. Place, “Hyperspectral discrimination of coral reef benthic communities in the western Carribean,” Coral Reefs23(1), 141–151 (2004). [CrossRef]
- C. M. Bachmann, C. R. Nichols, M. Montes, R. Li, P. Woodward, R. A. Fusina, W. Chen, V. Mishra, W. Kim, J. Monty, K. McIlhany, K. Kessler, D. Korwan, D. Miller, E. Bennert, G. Smith, D. Gillis, J. Sellers, C. Parrish, A. Schwarzschild, and B. Truitt, “Retrieval of substrate bearing strength from hyperspectral imagery during the Virginia Coast Reserve (VCR ’07) multi-sensor campaign,” Mar. Geod.33(2–3), 101–116 (2010). [CrossRef]
- C. M. Bachmann, C. R. Nichols, M. Montes, R. Li, P. Woodward, R. A. Fusina, W. Chen, V. Mishra, W. Kim, J. Monty, K. McIlhany, K. Kessler, D. Korwan, D. Miller, E. Bennert, G. Smith, D. Gillis, J. Sellers, C. Parrish, A. Schwarzschild, and B. Truitt, “Retrieval of substrate bearing strength from hyperspectral imagery during the Virginia Coast Reserve (VCR ’07) multi-sensor campaign,” Mar. Geod.33(2–3), 101–116 (2010). [CrossRef]
- E. J. Milton, M. E. Schaepman, K. Anderson, M. Kneubuhler, and N. Fox, “Progress in field spectroscopy,” Remote Sens. Environ.113, S92–S109 (2009). [CrossRef]
- C. D. Mobley, L. K. Sundman, C. O. Davis, J. H. Bowles, T. V. Downes, R. A. Leathers, M. J. Montes, W. P. Bissett, D. D. Kohler, R. P. Reid, E. M. Louchard, and A. Gleason, “Interpretation of hyperspectral remote-sensing imagery by spectrum matching and look-up tables,” Appl. Opt.44(17), 3576–3592 (2005). [CrossRef] [PubMed]
- C. M. Bachmann, C. R. Nichols, M. Montes, R. Li, P. Woodward, R. A. Fusina, W. Chen, V. Mishra, W. Kim, J. Monty, K. McIlhany, K. Kessler, D. Korwan, D. Miller, E. Bennert, G. Smith, D. Gillis, J. Sellers, C. Parrish, A. Schwarzschild, and B. Truitt, “Retrieval of substrate bearing strength from hyperspectral imagery during the Virginia Coast Reserve (VCR ’07) multi-sensor campaign,” Mar. Geod.33(2–3), 101–116 (2010). [CrossRef]
- C. M. Bachmann, M. J. Montes, R. A. Fusina, C. Parrish, J. Sellars, A. Weidemann, W. Goode, C. R. Nichols, P. Woodward, K. McIlhany, V. Hill, R. Zimmerman, D. Korwan, B. Truitt, and A. Schwarzschild, “Bathymetry retrieval from hyperspectral imagery in the very shallow water limit: a case study from the 2007 Virginia Coast Reserve (VCR ’07) multi-sensor campaign,” Mar. Geod.33(1), 53–75 (2010). [CrossRef]
- K. T. Kriebel, “Albedo of vegetated surfaces: its variability with differing irradiances,” Remote Sens. Environ.8(4), 283–290 (1979). [CrossRef]
- K. T. Kriebel, “Average variability of the radiation reflected by vegetated surfaces due to differing irradiations,” Remote Sens. Environ.7(1), 81–83 (1978). [CrossRef]
- K. T. Kriebel, “On the variability of the reflected radiation field due to differing distributions of the irradiation,” Remote Sens. Environ.4, 257–264 (1975). [CrossRef]
- C. D. Mobley, L. K. Sundman, C. O. Davis, J. H. Bowles, T. V. Downes, R. A. Leathers, M. J. Montes, W. P. Bissett, D. D. Kohler, R. P. Reid, E. M. Louchard, and A. Gleason, “Interpretation of hyperspectral remote-sensing imagery by spectrum matching and look-up tables,” Appl. Opt.44(17), 3576–3592 (2005). [CrossRef] [PubMed]
- M. Lewis, V. Jooste, and A. A. de Gasparis, “Discrimination of arid vegetation with airborne multispectral scanner hyperspectral imagery,” IEEE Trans. Geosci. Remote Sens.39(7), 1471–1479 (2001). [CrossRef]
- C. M. Bachmann, C. R. Nichols, M. Montes, R. Li, P. Woodward, R. A. Fusina, W. Chen, V. Mishra, W. Kim, J. Monty, K. McIlhany, K. Kessler, D. Korwan, D. Miller, E. Bennert, G. Smith, D. Gillis, J. Sellers, C. Parrish, A. Schwarzschild, and B. Truitt, “Retrieval of substrate bearing strength from hyperspectral imagery during the Virginia Coast Reserve (VCR ’07) multi-sensor campaign,” Mar. Geod.33(2–3), 101–116 (2010). [CrossRef]
- K. N. Youngentob, D. A. Roberts, A. A. Held, P. E. Dennison, X. Jia, and D. B. Lindenmayer, “Mapping two Eucalyptus subgenera using multiple endmember spectral mixture analysis and continuum-removed imaging spectrometry data,” Remote Sens. Environ.115(5), 1115–1128 (2011). [CrossRef]
- C. D. Mobley, L. K. Sundman, C. O. Davis, J. H. Bowles, T. V. Downes, R. A. Leathers, M. J. Montes, W. P. Bissett, D. D. Kohler, R. P. Reid, E. M. Louchard, and A. Gleason, “Interpretation of hyperspectral remote-sensing imagery by spectrum matching and look-up tables,” Appl. Opt.44(17), 3576–3592 (2005). [CrossRef] [PubMed]
- E. Karpouzli, T. J. Malthus, and C. J. Place, “Hyperspectral discrimination of coral reef benthic communities in the western Carribean,” Coral Reefs23(1), 141–151 (2004). [CrossRef]
- J. P. Guerschman, M. J. Hill, L. J. Renzullo, D. J. Barrett, A. S. Marks, and E. J. Botha, “Estimating fractional cover of photosynthetic vegetation, non-photosynthetic vegetation and bare soil in the Australian tropical savanna region upscaling the EO-1 Hyperion and MODIS sensors,” Remote Sens. Environ.113(5), 928–945 (2009). [CrossRef]
- G. Schaepman-Strub, M. E. Schaepman, T. H. Painter, S. Dangel, and J. V. Martonchik, “Reflectance quantities in optical remote sensing-definitions and case studies,” Remote Sens. Environ.103(1), 27–42 (2006). [CrossRef]
- C. M. Bachmann, C. R. Nichols, M. Montes, R. Li, P. Woodward, R. A. Fusina, W. Chen, V. Mishra, W. Kim, J. Monty, K. McIlhany, K. Kessler, D. Korwan, D. Miller, E. Bennert, G. Smith, D. Gillis, J. Sellers, C. Parrish, A. Schwarzschild, and B. Truitt, “Retrieval of substrate bearing strength from hyperspectral imagery during the Virginia Coast Reserve (VCR ’07) multi-sensor campaign,” Mar. Geod.33(2–3), 101–116 (2010). [CrossRef]
- C. M. Bachmann, M. J. Montes, R. A. Fusina, C. Parrish, J. Sellars, A. Weidemann, W. Goode, C. R. Nichols, P. Woodward, K. McIlhany, V. Hill, R. Zimmerman, D. Korwan, B. Truitt, and A. Schwarzschild, “Bathymetry retrieval from hyperspectral imagery in the very shallow water limit: a case study from the 2007 Virginia Coast Reserve (VCR ’07) multi-sensor campaign,” Mar. Geod.33(1), 53–75 (2010). [CrossRef]
- M. A. Gilabert and J. Melia, “Solar angle and sky light effects on ground reflectance measurements in a citrus canopy,” Remote Sens. Environ.45(3), 281–293 (1993). [CrossRef]
- B. D. Bue, E. Merenyi, and B. Csatho, “Automated labeling of materials in hyperspectral imagery,” IEEE Trans. Geosci. Remote Sens.48(11), 4059–4070 (2010).
- C. M. Bachmann, C. R. Nichols, M. Montes, R. Li, P. Woodward, R. A. Fusina, W. Chen, V. Mishra, W. Kim, J. Monty, K. McIlhany, K. Kessler, D. Korwan, D. Miller, E. Bennert, G. Smith, D. Gillis, J. Sellers, C. Parrish, A. Schwarzschild, and B. Truitt, “Retrieval of substrate bearing strength from hyperspectral imagery during the Virginia Coast Reserve (VCR ’07) multi-sensor campaign,” Mar. Geod.33(2–3), 101–116 (2010). [CrossRef]
- E. J. Milton, M. E. Schaepman, K. Anderson, M. Kneubuhler, and N. Fox, “Progress in field spectroscopy,” Remote Sens. Environ.113, S92–S109 (2009). [CrossRef]
- K. Anderson, E. J. Milton, and E. M. Rollin, “Calibration of dual-beam spectroradiometric data,” Int. J. Remote Sens.27(5), 975–986 (2006). [CrossRef]
- C. M. Bachmann, C. R. Nichols, M. Montes, R. Li, P. Woodward, R. A. Fusina, W. Chen, V. Mishra, W. Kim, J. Monty, K. McIlhany, K. Kessler, D. Korwan, D. Miller, E. Bennert, G. Smith, D. Gillis, J. Sellers, C. Parrish, A. Schwarzschild, and B. Truitt, “Retrieval of substrate bearing strength from hyperspectral imagery during the Virginia Coast Reserve (VCR ’07) multi-sensor campaign,” Mar. Geod.33(2–3), 101–116 (2010). [CrossRef]
- C. D. Mobley, L. K. Sundman, C. O. Davis, J. H. Bowles, T. V. Downes, R. A. Leathers, M. J. Montes, W. P. Bissett, D. D. Kohler, R. P. Reid, E. M. Louchard, and A. Gleason, “Interpretation of hyperspectral remote-sensing imagery by spectrum matching and look-up tables,” Appl. Opt.44(17), 3576–3592 (2005). [CrossRef] [PubMed]
- C. M. Bachmann, C. R. Nichols, M. Montes, R. Li, P. Woodward, R. A. Fusina, W. Chen, V. Mishra, W. Kim, J. Monty, K. McIlhany, K. Kessler, D. Korwan, D. Miller, E. Bennert, G. Smith, D. Gillis, J. Sellers, C. Parrish, A. Schwarzschild, and B. Truitt, “Retrieval of substrate bearing strength from hyperspectral imagery during the Virginia Coast Reserve (VCR ’07) multi-sensor campaign,” Mar. Geod.33(2–3), 101–116 (2010). [CrossRef]
- C. M. Bachmann, M. J. Montes, R. A. Fusina, C. Parrish, J. Sellars, A. Weidemann, W. Goode, C. R. Nichols, P. Woodward, K. McIlhany, V. Hill, R. Zimmerman, D. Korwan, B. Truitt, and A. Schwarzschild, “Bathymetry retrieval from hyperspectral imagery in the very shallow water limit: a case study from the 2007 Virginia Coast Reserve (VCR ’07) multi-sensor campaign,” Mar. Geod.33(1), 53–75 (2010). [CrossRef]
- C. D. Mobley, L. K. Sundman, C. O. Davis, J. H. Bowles, T. V. Downes, R. A. Leathers, M. J. Montes, W. P. Bissett, D. D. Kohler, R. P. Reid, E. M. Louchard, and A. Gleason, “Interpretation of hyperspectral remote-sensing imagery by spectrum matching and look-up tables,” Appl. Opt.44(17), 3576–3592 (2005). [CrossRef] [PubMed]
- C. M. Bachmann, C. R. Nichols, M. Montes, R. Li, P. Woodward, R. A. Fusina, W. Chen, V. Mishra, W. Kim, J. Monty, K. McIlhany, K. Kessler, D. Korwan, D. Miller, E. Bennert, G. Smith, D. Gillis, J. Sellers, C. Parrish, A. Schwarzschild, and B. Truitt, “Retrieval of substrate bearing strength from hyperspectral imagery during the Virginia Coast Reserve (VCR ’07) multi-sensor campaign,” Mar. Geod.33(2–3), 101–116 (2010). [CrossRef]
- C. M. Bachmann, C. R. Nichols, M. Montes, R. Li, P. Woodward, R. A. Fusina, W. Chen, V. Mishra, W. Kim, J. Monty, K. McIlhany, K. Kessler, D. Korwan, D. Miller, E. Bennert, G. Smith, D. Gillis, J. Sellers, C. Parrish, A. Schwarzschild, and B. Truitt, “Retrieval of substrate bearing strength from hyperspectral imagery during the Virginia Coast Reserve (VCR ’07) multi-sensor campaign,” Mar. Geod.33(2–3), 101–116 (2010). [CrossRef]
- C. M. Bachmann, M. J. Montes, R. A. Fusina, C. Parrish, J. Sellars, A. Weidemann, W. Goode, C. R. Nichols, P. Woodward, K. McIlhany, V. Hill, R. Zimmerman, D. Korwan, B. Truitt, and A. Schwarzschild, “Bathymetry retrieval from hyperspectral imagery in the very shallow water limit: a case study from the 2007 Virginia Coast Reserve (VCR ’07) multi-sensor campaign,” Mar. Geod.33(1), 53–75 (2010). [CrossRef]
- R. A. V. Rossel, S. R. Cattle, A. Ortega, and Y. Fouad, “In situ measurements of soil colour, mineral composition and clay content by vis-NIR spectroscopy,” Geoderma150(3-4), 253–266 (2009). [CrossRef]
- G. Schaepman-Strub, M. E. Schaepman, T. H. Painter, S. Dangel, and J. V. Martonchik, “Reflectance quantities in optical remote sensing-definitions and case studies,” Remote Sens. Environ.103(1), 27–42 (2006). [CrossRef]
- C. M. Bachmann, C. R. Nichols, M. Montes, R. Li, P. Woodward, R. A. Fusina, W. Chen, V. Mishra, W. Kim, J. Monty, K. McIlhany, K. Kessler, D. Korwan, D. Miller, E. Bennert, G. Smith, D. Gillis, J. Sellers, C. Parrish, A. Schwarzschild, and B. Truitt, “Retrieval of substrate bearing strength from hyperspectral imagery during the Virginia Coast Reserve (VCR ’07) multi-sensor campaign,” Mar. Geod.33(2–3), 101–116 (2010). [CrossRef]
- C. M. Bachmann, M. J. Montes, R. A. Fusina, C. Parrish, J. Sellars, A. Weidemann, W. Goode, C. R. Nichols, P. Woodward, K. McIlhany, V. Hill, R. Zimmerman, D. Korwan, B. Truitt, and A. Schwarzschild, “Bathymetry retrieval from hyperspectral imagery in the very shallow water limit: a case study from the 2007 Virginia Coast Reserve (VCR ’07) multi-sensor campaign,” Mar. Geod.33(1), 53–75 (2010). [CrossRef]
- E. Karpouzli, T. J. Malthus, and C. J. Place, “Hyperspectral discrimination of coral reef benthic communities in the western Carribean,” Coral Reefs23(1), 141–151 (2004). [CrossRef]
- G. Serbin, C. S. T. Daughtry, E. R. Hunt, J. B. Reeves, and D. J. Brown, “Effects of soil composition and mineralogy on remote sensing of crop residue cover,” Remote Sens. Environ.113(1), 224–238 (2009). [CrossRef]
- C. D. Mobley, L. K. Sundman, C. O. Davis, J. H. Bowles, T. V. Downes, R. A. Leathers, M. J. Montes, W. P. Bissett, D. D. Kohler, R. P. Reid, E. M. Louchard, and A. Gleason, “Interpretation of hyperspectral remote-sensing imagery by spectrum matching and look-up tables,” Appl. Opt.44(17), 3576–3592 (2005). [CrossRef] [PubMed]
- J. P. Guerschman, M. J. Hill, L. J. Renzullo, D. J. Barrett, A. S. Marks, and E. J. Botha, “Estimating fractional cover of photosynthetic vegetation, non-photosynthetic vegetation and bare soil in the Australian tropical savanna region upscaling the EO-1 Hyperion and MODIS sensors,” Remote Sens. Environ.113(5), 928–945 (2009). [CrossRef]
- K. N. Youngentob, D. A. Roberts, A. A. Held, P. E. Dennison, X. Jia, and D. B. Lindenmayer, “Mapping two Eucalyptus subgenera using multiple endmember spectral mixture analysis and continuum-removed imaging spectrometry data,” Remote Sens. Environ.115(5), 1115–1128 (2011). [CrossRef]
- K. Anderson, E. J. Milton, and E. M. Rollin, “Calibration of dual-beam spectroradiometric data,” Int. J. Remote Sens.27(5), 975–986 (2006). [CrossRef]
- R. A. V. Rossel, S. R. Cattle, A. Ortega, and Y. Fouad, “In situ measurements of soil colour, mineral composition and clay content by vis-NIR spectroscopy,” Geoderma150(3-4), 253–266 (2009). [CrossRef]
- E. J. Milton, M. E. Schaepman, K. Anderson, M. Kneubuhler, and N. Fox, “Progress in field spectroscopy,” Remote Sens. Environ.113, S92–S109 (2009). [CrossRef]
- G. Schaepman-Strub, M. E. Schaepman, T. H. Painter, S. Dangel, and J. V. Martonchik, “Reflectance quantities in optical remote sensing-definitions and case studies,” Remote Sens. Environ.103(1), 27–42 (2006). [CrossRef]
- G. Schaepman-Strub, M. E. Schaepman, T. H. Painter, S. Dangel, and J. V. Martonchik, “Reflectance quantities in optical remote sensing-definitions and case studies,” Remote Sens. Environ.103(1), 27–42 (2006). [CrossRef]
- C. M. Bachmann, C. R. Nichols, M. Montes, R. Li, P. Woodward, R. A. Fusina, W. Chen, V. Mishra, W. Kim, J. Monty, K. McIlhany, K. Kessler, D. Korwan, D. Miller, E. Bennert, G. Smith, D. Gillis, J. Sellers, C. Parrish, A. Schwarzschild, and B. Truitt, “Retrieval of substrate bearing strength from hyperspectral imagery during the Virginia Coast Reserve (VCR ’07) multi-sensor campaign,” Mar. Geod.33(2–3), 101–116 (2010). [CrossRef]
- C. M. Bachmann, M. J. Montes, R. A. Fusina, C. Parrish, J. Sellars, A. Weidemann, W. Goode, C. R. Nichols, P. Woodward, K. McIlhany, V. Hill, R. Zimmerman, D. Korwan, B. Truitt, and A. Schwarzschild, “Bathymetry retrieval from hyperspectral imagery in the very shallow water limit: a case study from the 2007 Virginia Coast Reserve (VCR ’07) multi-sensor campaign,” Mar. Geod.33(1), 53–75 (2010). [CrossRef]
- C. M. Bachmann, M. J. Montes, R. A. Fusina, C. Parrish, J. Sellars, A. Weidemann, W. Goode, C. R. Nichols, P. Woodward, K. McIlhany, V. Hill, R. Zimmerman, D. Korwan, B. Truitt, and A. Schwarzschild, “Bathymetry retrieval from hyperspectral imagery in the very shallow water limit: a case study from the 2007 Virginia Coast Reserve (VCR ’07) multi-sensor campaign,” Mar. Geod.33(1), 53–75 (2010). [CrossRef]
- C. M. Bachmann, C. R. Nichols, M. Montes, R. Li, P. Woodward, R. A. Fusina, W. Chen, V. Mishra, W. Kim, J. Monty, K. McIlhany, K. Kessler, D. Korwan, D. Miller, E. Bennert, G. Smith, D. Gillis, J. Sellers, C. Parrish, A. Schwarzschild, and B. Truitt, “Retrieval of substrate bearing strength from hyperspectral imagery during the Virginia Coast Reserve (VCR ’07) multi-sensor campaign,” Mar. Geod.33(2–3), 101–116 (2010). [CrossRef]
- G. Serbin, C. S. T. Daughtry, E. R. Hunt, J. B. Reeves, and D. J. Brown, “Effects of soil composition and mineralogy on remote sensing of crop residue cover,” Remote Sens. Environ.113(1), 224–238 (2009). [CrossRef]
- C. M. Bachmann, C. R. Nichols, M. Montes, R. Li, P. Woodward, R. A. Fusina, W. Chen, V. Mishra, W. Kim, J. Monty, K. McIlhany, K. Kessler, D. Korwan, D. Miller, E. Bennert, G. Smith, D. Gillis, J. Sellers, C. Parrish, A. Schwarzschild, and B. Truitt, “Retrieval of substrate bearing strength from hyperspectral imagery during the Virginia Coast Reserve (VCR ’07) multi-sensor campaign,” Mar. Geod.33(2–3), 101–116 (2010). [CrossRef]
- J. Stuckens, B. Somers, W. W. Verstraeten, R. Swennen, and P. Coppin, “Evaluation and normalization of cloud obscuration related brdf effects in field spectroscopy,” Remote Sens.1(3), 496–518 (2009). [CrossRef]
- J. Stuckens, B. Somers, W. W. Verstraeten, R. Swennen, and P. Coppin, “Evaluation and normalization of cloud obscuration related brdf effects in field spectroscopy,” Remote Sens.1(3), 496–518 (2009). [CrossRef]
- C. D. Mobley, L. K. Sundman, C. O. Davis, J. H. Bowles, T. V. Downes, R. A. Leathers, M. J. Montes, W. P. Bissett, D. D. Kohler, R. P. Reid, E. M. Louchard, and A. Gleason, “Interpretation of hyperspectral remote-sensing imagery by spectrum matching and look-up tables,” Appl. Opt.44(17), 3576–3592 (2005). [CrossRef] [PubMed]
- J. Stuckens, B. Somers, W. W. Verstraeten, R. Swennen, and P. Coppin, “Evaluation and normalization of cloud obscuration related brdf effects in field spectroscopy,” Remote Sens.1(3), 496–518 (2009). [CrossRef]
- R. J. Zomer, A. Trabucco, and S. L. Ustin, “Building spectral libraries for wetlands land cover classification and hyperspectral remote sensing,” J. Environ. Manage.90(7), 2170–2177 (2009). [CrossRef] [PubMed]
- C. M. Bachmann, M. J. Montes, R. A. Fusina, C. Parrish, J. Sellars, A. Weidemann, W. Goode, C. R. Nichols, P. Woodward, K. McIlhany, V. Hill, R. Zimmerman, D. Korwan, B. Truitt, and A. Schwarzschild, “Bathymetry retrieval from hyperspectral imagery in the very shallow water limit: a case study from the 2007 Virginia Coast Reserve (VCR ’07) multi-sensor campaign,” Mar. Geod.33(1), 53–75 (2010). [CrossRef]
- C. M. Bachmann, C. R. Nichols, M. Montes, R. Li, P. Woodward, R. A. Fusina, W. Chen, V. Mishra, W. Kim, J. Monty, K. McIlhany, K. Kessler, D. Korwan, D. Miller, E. Bennert, G. Smith, D. Gillis, J. Sellers, C. Parrish, A. Schwarzschild, and B. Truitt, “Retrieval of substrate bearing strength from hyperspectral imagery during the Virginia Coast Reserve (VCR ’07) multi-sensor campaign,” Mar. Geod.33(2–3), 101–116 (2010). [CrossRef]
- R. J. Zomer, A. Trabucco, and S. L. Ustin, “Building spectral libraries for wetlands land cover classification and hyperspectral remote sensing,” J. Environ. Manage.90(7), 2170–2177 (2009). [CrossRef] [PubMed]
- J. Stuckens, B. Somers, W. W. Verstraeten, R. Swennen, and P. Coppin, “Evaluation and normalization of cloud obscuration related brdf effects in field spectroscopy,” Remote Sens.1(3), 496–518 (2009). [CrossRef]
- C. M. Bachmann, M. J. Montes, R. A. Fusina, C. Parrish, J. Sellars, A. Weidemann, W. Goode, C. R. Nichols, P. Woodward, K. McIlhany, V. Hill, R. Zimmerman, D. Korwan, B. Truitt, and A. Schwarzschild, “Bathymetry retrieval from hyperspectral imagery in the very shallow water limit: a case study from the 2007 Virginia Coast Reserve (VCR ’07) multi-sensor campaign,” Mar. Geod.33(1), 53–75 (2010). [CrossRef]
- C. M. Bachmann, M. J. Montes, R. A. Fusina, C. Parrish, J. Sellars, A. Weidemann, W. Goode, C. R. Nichols, P. Woodward, K. McIlhany, V. Hill, R. Zimmerman, D. Korwan, B. Truitt, and A. Schwarzschild, “Bathymetry retrieval from hyperspectral imagery in the very shallow water limit: a case study from the 2007 Virginia Coast Reserve (VCR ’07) multi-sensor campaign,” Mar. Geod.33(1), 53–75 (2010). [CrossRef]
- C. M. Bachmann, C. R. Nichols, M. Montes, R. Li, P. Woodward, R. A. Fusina, W. Chen, V. Mishra, W. Kim, J. Monty, K. McIlhany, K. Kessler, D. Korwan, D. Miller, E. Bennert, G. Smith, D. Gillis, J. Sellers, C. Parrish, A. Schwarzschild, and B. Truitt, “Retrieval of substrate bearing strength from hyperspectral imagery during the Virginia Coast Reserve (VCR ’07) multi-sensor campaign,” Mar. Geod.33(2–3), 101–116 (2010). [CrossRef]
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- R. J. Zomer, A. Trabucco, and S. L. Ustin, “Building spectral libraries for wetlands land cover classification and hyperspectral remote sensing,” J. Environ. Manage.90(7), 2170–2177 (2009). [CrossRef] [PubMed]
Appl. Opt.
- C. D. Mobley, L. K. Sundman, C. O. Davis, J. H. Bowles, T. V. Downes, R. A. Leathers, M. J. Montes, W. P. Bissett, D. D. Kohler, R. P. Reid, E. M. Louchard, and A. Gleason, “Interpretation of hyperspectral remote-sensing imagery by spectrum matching and look-up tables,” Appl. Opt.44(17), 3576–3592 (2005). [CrossRef] [PubMed]
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Geoderma
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IEEE Trans. Geosci. Remote Sens.
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Int. J. Remote Sens.
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J. Environ. Manage.
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Mar. Geod.
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Photgrammetry Eng. Rem. Sens.
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Remote Sens.
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Remote Sens. Environ.
- E. J. Milton, M. E. Schaepman, K. Anderson, M. Kneubuhler, and N. Fox, “Progress in field spectroscopy,” Remote Sens. Environ.113, S92–S109 (2009). [CrossRef]
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- K. N. Youngentob, D. A. Roberts, A. A. Held, P. E. Dennison, X. Jia, and D. B. Lindenmayer, “Mapping two Eucalyptus subgenera using multiple endmember spectral mixture analysis and continuum-removed imaging spectrometry data,” Remote Sens. Environ.115(5), 1115–1128 (2011). [CrossRef]
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