DocumentCode :
22973
Title :
Consistency of Measurements of Wavelength Position From Hyperspectral Imagery: Use of the Ferric Iron Crystal Field Absorption at \\sim 900 nm as an Indicator of Mineralogy
Author :
Murphy, Ryan J. ; Schneider, Scott ; Monteiro, Sildomar T.
Author_Institution :
Dept. of Aerosp., Univ. of Sydney, Sydney, NSW, Australia
Volume :
52
Issue :
5
fYear :
2014
fDate :
May-14
Firstpage :
2843
Lastpage :
2857
Abstract :
Several environmental and sensor effects make the determination of the wavelength position of absorption features in the visible near infrared (VNIR) (400-1200 nm) from hyperspectral imagery more difficult than from nonimaging spectrometers. To evaluate this, we focus on the ferric iron crystal field absorption, located at about 900 nm (F900), because it is impacted by both environmental and sensor effects. The consistency with which the wavelength position of F900 can be determined from imagery acquired in laboratory and field settings is evaluated under artificial and natural illumination, respectively. The wavelength position of F900, determined from laboratory imagery, is also evaluated as an indicator of the proportion of goethite in mixtures of crushed rock. Results are compared with those from a high-resolution field spectrometer. Images describing the wavelength position of F900 showed large amounts of spatial variability and contained an artifact-a consistent shift in the wavelength position of F900 to longer wavelengths. These effects were greatly reduced or removed when wavelength position was determined from a polynomial fit to the data, enabling wavelength position to be used to map hematite and goethite in samples of ore and on a vertical surface (a mine face). The wavelength position of F900 from a polynomial fit was strongly positively correlated with the proportion of goethite (R2=0.97). Taken together, these findings indicate that the wavelength position of absorption features from VNIR imagery should be determined from a polynomial (or equivalent) fit to the original data and not from the original data themselves.
Keywords :
geophysical image processing; hyperspectral imaging; minerals; position measurement; rocks; artificial illumination; crushed rock; environmental effects; ferric iron crystal field absorption; goethite; hematite; high resolution field spectrometer; hyperspectral imagery; mineralogy; natural illumination; nonimaging spectrometers; polynomial fit; sensor effects; spatial variability; wavelength 400 nm to 1200 nm; wavelength position measurement consistency; Geology; hyperspectral sensors; image classification; infrared spectroscopy; minerals; mining industry; polynomials; remote sensing; signal processing; spectral analysis; terrain mapping;
fLanguage :
English
Journal_Title :
Geoscience and Remote Sensing, IEEE Transactions on
Publisher :
ieee
ISSN :
0196-2892
Type :
jour
DOI :
10.1109/TGRS.2013.2266672
Filename :
6553103
Link To Document :
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