Expert system analysis of hyperspectral data

Proceedings of SPIE - The International Society for Optical Engineering

Volumn 6966, Issue , 2008, Pages

  Kruse, Fred A ^a  

^a Horizon GeoImaging LLC   (United States)

Author keywords

Hyperspectral expert system; Spectral expert; Spectral feature based HSI analysis

Indexed keywords

ABSORPTION; ADMINISTRATIVE DATA PROCESSING; ALGORITHMS; ATMOSPHERICS; COMPUTER GRAPHICS; COMPUTER NETWORKS; DECISION SUPPORT SYSTEMS; EVOLUTIONARY ALGORITHMS; EXPERT SYSTEMS; EXTRACTION; FEATURE EXTRACTION; FIBER OPTIC SENSORS; GARNETS; HEALTH; IMAGE PROCESSING; IMAGING SYSTEMS; IMAGING TECHNIQUES; INFRARED SPECTROSCOPY; MANAGEMENT INFORMATION SYSTEMS; METAL REFINING; MINERALS; MIXING; OPTICAL DATA PROCESSING; PIGMENTS; PLASMA DIAGNOSTICS; SILICATE MINERALS; SOLVENT EXTRACTION; SULFATE MINERALS; TECHNOLOGY;

DIAGNOSTIC FEATURES; EXPERT ANALYSIS; EXPERT SYSTEM ANALYSIS; FEATURE PARAMETERS; FEATURE-BASED METHODS; HYPER-SPECTRAL; HYPER-SPECTRAL DATA; HYPERSPECTRAL IMAGERY (HSI); IMAGE PROCESSING AND ANALYSIS; INDIVIDUAL (PSS 544-7); INFRARED (IR); MULTI-SPECTRAL (MS); PLUG INS; REFLECTANCE SPECTRUM; SECONDARY MATERIALS; SHORT WAVE INFRA RED (SWIR); SPECIFIC MATERIALS; SPECTRA (CO); SPECTRAL ABSORPTIONS; SPECTRAL FEATURES; SPECTRAL LIBRARIES; SPECTRAL VARIABILITY; ULTRASPECTRAL; URBAN SITES;

ITERATIVE METHODS;

EID: 44949235390     PISSN: 0277786X     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1117/12.767554     Document Type: Conference Paper

References (41)

1. Hunt, G.R., "Spectral signatures of particulate minerals in the visible and near infrared," Geophysics 42, 501-513 (1977).
2. Clark, R.N., T.V.V. King, M. Klejwa, G. Swayze, and N. Vergo. "High Spectral Resolution Reflectance Spectroscopy of Minerals", Journal of Geophysical Research 95, 12653-12680 (1990).
3. Clark, R.N., Swayze, G. A., Gallagher, A. J., King, T.V.V., and Calvin, W.M., "The U. S. Geological Survey, Digital Spectral Library: Version 1: 0.2 to 3.0 microns," USGS Open File Report 93-592, 1340 p. Also URL: http://speclab.cr.usgs.gov (1993).
4. Clark, R. N., Swayze, G. A., Wise, R., Livo, K.E., T. M. Hoefen, Kokaly, R. F., and Sutley, S. J., "USGS Digital Spectral Library splib05a," USGS Open File Report 03-395, URL: http://pubs.usgs.gov/of/2003/ofr-03-395/ofr- 03-395.html (2003).
5. Goetz, A. F. H., Vane, G., Solomon, J. E., and Rock, B. N. "Imaging spectrometry for earth remote sensing," Science, 228, 1147-1153 (1985).
6. Rowan, L.C.; Hook, S. J.; Abrams, M.J., ; and Mars, J.L., "Mapping hydrothermally altered rocks at Cuprite, Nevada, using the Advanced Spaceborne Thermal Emission and Reflection Radiometer (ASTER), a new satellite-imaging system," Economic Geology and the Bulletin of the Society of Economic Geologists, 98(5), 1019-1027 (2003).
7. Green, R. O., M. L. Eastwood, and C. M. Sarture, "Imaging Spectroscopy and the Airborne Visible Infrared Imaging Spectrometer (AVIRIS)," Remote Sensing of Environment, 65(3), 227-248 (1998).
8. Pearlman, J, Carman, S., Lee, P., Liao, L., and Segal, C., "Hyperion Imaging Spectrometer on the New Millennium Program Earth Orbiter-1 System," Proceedings International Symposium on Spectral Sensing Research (ISSSR), Systems and Sensors for the New Millennium, International Society for Photogrammetry and Remote Sensing (ISPRS), unpaginated CD-ROM (1999).
9. Porter, W. M., and Enmark, H. E., "System overview of the Airborne Visible/Infrared Imaging Spectrometer (AVIRIS)," Proceedings Society of Photo-Optical Instrumentation Engineers (SPIE) 834, pp. 22-31 (1987).
10. Yamaguchi, Yasushi, and Lyon, R. J. P., "Identification of clay minerals by feature coding of near-infrared spectra," Proceedings Fifth Thematic Conference International Symposium on Remote Sensing of Environment, "Remote Sensing for Exploration Geology", Reno, Nevada, 29 September- 2 October, 1986, Environmental Research Institute of Michigan, Ann Arbor, pp. 627-636 (1986).
11. th International Symposium on Remote Sensing of Environment Thematic Conference on Remote Sensing for Exploration Geology, Environmental Research Institute of Michigan, Ann Arbor, pp. 309-324 (1985).
12. Kruse, F. A., Lefkoff, A. B., and Dietz, J. B., "Expert System-Based Mineral Mapping in northern Death Valley, California/Nevada using the Airborne Visible/Infrared Imaging Spectrometer (AVIRIS)," Remote Sensing of Environment 44, 309 - 336 (1993).
13. Kruse, F. A., Boardman, J. W., and Huntington, J. F., "Fifteen Years of Hyperspectral Data: northern Grapevine Mountains, Nevada," Proceedings of the 8th JPL Airborne Earth Science Workshop, Jet Propulsion Laboratory Publication, JPL Publication 99-17, pp. 247 - 258 (1999).
14. Kruse, F. A., Boardman, J. W., and Huntington, J. F., "Evaluation and Validation of EO-1 Hyperion for Mineral Mapping:" Transactions on Geoscience and Remote Sensing (TGARS), Special Issue, IEEE, 41(6), 1388 - 1400 (2003).
15. Kruse, F. A., "Use of Airborne Imaging Spectrometer data to map minerals associated with hydrothermally altered rocks in the northern Grapevine Mountains, Nevada and California," Remote Sensing of Environment 24(1), 31-51 (1988).
16. Kruse, F. A., "Mapping spectral variability of geologic targets using Airborne Visible/Infrared Imaging Spectrometer (AVIRIS) data and a combined spectral feature/unmixing approach," Proceedings AeroSense95 SPIE 2480, pp. 213-224 (1995).
17. Baugh, W. M., Kruse, F. A., and Atkinson W. W. Jr., "Quantitative remote sensing of ammonium minerals in the southern Cedar Mountains, Esmeralda County, Nevada," Remote Sensing of Environment 65 (3), 292 - 308 (1998).
18. Clark, R.N., Gallagher, A. J., and Swayze, G. A., "Material Absorption Band Depth Mapping of Imaging Spectrometer Data Using a Complete Band Shape Least-Squares Fit with Library Reference Spectra," Proceedings of the Second Airborne Visible/Infrared Imaging Spectrometer (AVIRIS) Workshop. JPL Publication 90-54, pp. 176-186 (1990).
19. Clark, R. N., Swayze, G. A., Gallagher, A., Gorelick, N., and Kruse, F. A., "Mapping with imaging spectrometer data using the complete band shape least-squares algorithm simultaneously fit to multiple spectral features from multiple materials," Proceedings 3rd Airborne Visible/Infrared Imaging Spectrometer (AVIRIS) workshop, JPL Publication 91-28, pp. 2-3 (1991).
20. Clark, R. N., Swayze, G. A., and Gallagher, A., "Mapping the mineralogy and lithology of Canyonlands, Utah with imaging spectrometer data and the multiple spectral feature mapping algorithm," Summaries of the Third Annual JPL Airborne Geoscience Workshop, JPL Publication 92-14, 1, pp. 11-13 (1992).
21. Clark, R. N, Swayze, G. A., Livo, K. E., Kokaly, R. F, Sutley S. J., Dalton, J. B., McDougal, R. R., and Gent, C. A.,. "Imaging spectroscopy: Earth and planetary remote sensing with the USGS Tetracorder and expert systems: " Journal of Geophysical Research, 1080, p. 5-1 - 5-44, doi: 10.1029/2002JE001847 (2003).
22. Brown, A.J., "Spectral curve fitting for automatic hyperspectral data analysis," IEEE Transactions on Geoscience and Remote Sensing. 44(6), 1601-1608 (2006).
23. Kruse, F. A., and Lefkoff, A. B., "Knowledge-based geologic mapping with imaging spectrometers," Remote Sensing Reviews, 8, 3 - 28 (1993).
24. Kruse, F. A., and Lefkoff, A. B., "Analysis of Spectral Data of Manmade Materials, Military Targets, and Background Using an Expert System Based Approach:" Proceedings ISSSR99, 31 October - 4 November 1999, Las Vegas, Nevada, International Society of Photogrammetry and Remote Sensing, CD-ROM, pp 339 - 350 (1999).
25. Boardman, J. W., and Kruse, F. A., "Automated spectral analysis: A geological example using AVIRIS data, northern Grapevine Mountains, Nevada," Proceedings Tenth Thematic Conference, Geologic Remote Sensing, 9-12 May 1994, San Antonio, Texas, pp. I-407 -I-418 (1994).
26. Clark, R. N., and Roush, T. L., "Reflectance spectroscopy: Quantitative analysis techniques for remote sensing applications," Journal of Geophysical Research, 89, (B7), 6329-6340 (1984).
27. ITT Visual Solutions (ITTVIS), "ENVI User's Guide, Version 4.3," ITT Visual Solutions, Boulder, Colorado, unpaginated (installation) CD-ROM (2007).
28. Kruse, F. A., Lefkoff, A. B., Boardman, J. B., Heidebrecht, K. B., Shapiro, A. T., Barloon, P. J., and Goetz, A. F. H., "The Spectral Image Processing System (SIPS) - Interactive Visualization and Analysis of Imaging Spectrometer Data," Remote Sensing of Environment, 44, 145 - 163 (1993).
29. Abrams, M.J., Ashley, R.P., Rowan, L.C, Goetz, A.F.H., and Kahle, A.B., "Mapping of hydrothermal alteration in the Cuprite mining district, Nevada, using aircraft scanner images for the spectral region 0.46 to 2.34 micrometers:" Geology, 5, 713-718 (1977).
30. Kahle, A. B., and Goetz, A. F. H., "Mineralogie information from a new airborne thermal infrared multispectral scanner:" Science, 222(4619), 24 - 27 (1983).
31. Kruse, F. A., Kierein-Young, K. S., and Boardman, J. W., "Mineral mapping at Cuprite, Nevada with a 63 channel imaging spectrometer," Photogrammetric Engineering and Remote Sensing, 56(1), 83-92 (1990).
32. Hook, S. J., Elvidge, C. D., Rast, M., and Watanabe, H., "An evaluation of short-wave-infrared (SWIR) data from the AVIRIS and GEOSCAN instruments for mineralogie mapping at Cuprite, Nevada," Geophysics, 56(9), 1432-1440 (1991).
33. Swayze, G.A., "The hydrothermal and structural history of the Cuprite Mining District, southwestern Nevada: an integrated geological and geophysical approach," Ph. D. Dissertation, University of Colorado at Boulder, 399 p. (1997).
34. Swayze, G.A., Clark, R.N., Goetz, A.F.H., Livo, K.E., and Sutley, S.S., "Using imaging spectroscopy to better understand the hydrothermal and tectonic history of the Cuprite mining district, Nevada," Summaries of the Seventh JPL Airborne Earth Science Workshop, Jet Propulsion Laboratory, Pasadena 1, pp. 383 - 389 (1998).
35. Clark, R.N., Swayze, G.A., Koch, C., Gallagher, A.J., and Ager, C., "Mapping Vegetation Types with the Multiple Spectral Feature Mapping Algorithm in both Emission and Absorption," Summaries of the Third Annual JPL Airborne Geosciences Workshop, JPL Publication 92-14 1, pp. 60-62 (1992).
36. Clark, R. N., and Swayze, G. A., "Mapping minerals, amorphous materials, environmental materials, vegetation, water, ice, and snow, and other materials: The USGS Tricorder Algorithm," Summaries of the Fifth Annual JPL Airborne Earth Science Workshop, JPL Publication 95-1, pp. 39 - 40 (1995).
37. Kruse, F. A., "Extraction of Compositional Information for Trafficability Mapping from Hyperspectral Data, "Proceedings SPIE International Symposium on AeroSense, 24 - 28 April 2000, Orlando, FL., 4049, pp. 262 - 273 (2000).
38. Kruse, F. A., Boardman, J. W., and Livo, K. E., "Using Hyperspectral Data for Urban Baseline Studies, Boulder, Colorado," Proceedings 13th JPL Airborne Geoscience Workshop, 31 March -2 April 2004, Pasadena, CA, Jet Propulsion Laboratory Publication 05-3, unpaginated CD-ROM (2004).
39. Analytical Imaging and Geophysics LLC (AIG), "ACORN User's Guide, Stand Alone Version:" Analytical Imaging and Geophysics LLC, 64 p. (2001).
40. Kruse, F. A., "Comparison of ATREM, ACORN, and FLAASH Atmospheric Corrections using Low-Altitude AVIRIS Data of Boulder, Colorado," Proceedings 13th JPL Airborne Geoscience Workshop, 31 March - 2 April 2004, Pasadena, CA, Jet Propulsion Laboratory Publication 05-3, unpaginated CD-ROM (2004).
41. Boardman, J. W., Kruse, F. A., and Green, R.O., "Mapping target signatures via partial unmixing of AVIRIS data," Summaries of the 5th JPL Airborne Earth Science Workshop, JPL Publication 95-1 L, Jet Propulsion Laboratory, California Institute of Technology, Pasadena, Calif, pp. 23 - 26 (1995).