Comparison of fully constrained and weakly constrained unmixing through mine-tailing composition mapping

Canadian Journal of Remote Sensing

Volumn 34, Issue , 2008, Pages S92-S109

  Shang, J ^a   Neville, R ^a,d   Staenz, K ^a   Sun, L ^a   Morris, B ^b   Howarth, P ^c  

^a CANADA CENTRE FOR REMOTE SENSING   (Canada)

^b MCMASTER UNIVERSITY   (Canada)

^c UNIVERSITY OF WATERLOO   (Canada)

^d UNIVERSITY OF LETHBRIDGE   (Canada)

Author keywords

[No Author keywords available]

Indexed keywords

EIGENVALUES AND EIGENFUNCTIONS; ENVIRONMENTAL ENGINEERING; ENVIRONMENTAL PROTECTION; GARNETS; IMAGE SENSORS; MINING; OPTICAL PROJECTORS; REMOTE SENSING; SILICA; SILICATE MINERALS; SPACE OPTICS;

ANALYSIS TECHNIQUES; END MEMBERS; ENVIRONMENTAL MONITORING; HYPERSPECTRAL REMOTE SENSING; INFORMATION PRODUCTS; LINEAR SPECTRAL UNMIXING; REAL WORLD PROBLEMS; SPECTRA (CO); TWO TYPES; UN-MIXING; VEGETATION STRESS DETECTION;

MAPS;

EID: 47549102774     PISSN: 07038992     EISSN: 17127971     Source Type: Journal    
DOI: 10.5589/m07-063     Document Type: Article

References (46)

1. Adams, J.B., Smith, M.O., and Johnson, P.E. 1986. Spectral mixture modelling: a new analysis of rock and soil types at the Viking Lander 1 site. Journal of Geophysical Research, Vol. 91, pp. 8098-8112.
2. Adams, J.B., Smith, M.O., and Gillespie, A.R. 1989. Simple models for complex natural surfaces: a strategy for the hyperspectral era of remote sensing. In IGARSS’89, Proceedings of the International Geoscience and Remote Sensing Symposium and the 12th Canadian Symposium on Remote Sensing, 1014 July 1989, Vancouver, B.C. IEEE, New York. Vol. 1, pp. 16-21.
3. Anderson, E., Bai, Z., Bischof, C., Blackford, S., Demmel, J., Dongarra, J., Du Croz, J., Greenbaum, A., Hammarling, S., McKenney, A., and Sorensen, D. 1999. LAPACK user's guide. 3rded. SIAM, Philadelphia, Pa. Available from www.netlib.org/lapack/lug/lapack_lug.html [cited 2 September 2005].
4. Anger, C.D., Achal, S., Ivanco, T., Mah, S., Price, R., and Busler, J. 1996. Extended operational capabilities of casi. In Proceedings of the 2nd International Airborne Remote Sensing Conference, 24-27 June 1996, San Francisco, Calif. Altarum Airborne Conferences, Ann Arbor, Mich. pp. 124-133.
5. Bateson, C.A., Asner, G.P., and Wessman, C.A. 1998. Incorporating end member variability into spectral mixture analysis through end member bundles. In Summaries of the 7th Annual JPL Airborne Earth Science Workshop, 12-16 January 1998, Pasadena, Calif. Jet Propulsion Laboratory (JPL), Pasadena, Calif. JPL Publication 97-21, pp. 43-52.
6. Bateson, C.A., Asner, G.P., and Wessman, C.A. 2000. End member bundles: a new approach to incorporating end member variability into spectral mixture analysis. IEEE Transactions on Geoscience and Remote Sensing, Vol. 38, pp. 1083-1094.
7. Ben-Dor, E., and Kruse, F.A. 1995. Surface mineral mapping of Makhtesh Ramon, Negev, Israel using GER 63 channel scanner data. International Journal of Remote Sensing, Vol. 16, No. 18, pp. 3529-3553.
8. Boardman, J.W. 1989. Inversion of imaging spectrometry data using singular value decomposition. In IGARSS’89, Proceedings of the International Geoscience and Remote Sensing Symposium and the 12th Canadian Symposium on Remote Sensing, 10-14 July 1989, Vancouver, B.C. IEEE, New York. Vol. 4, pp. 2069-2072.
9. Boardman, J.W. 1990. Inversion of high spectral resolution data. In Proceedings of the International Society for Optical Engineering (SPIE) Conference on Imaging Spectroscopy of the Terrestrial Environment, 1617 April 1990, Orlando, Fla. Edited by G. Vane. International Society for Optical Engineering (SPIE), Bellingham, Wash. Proceedings of SPIE Volume 1298, pp. 222-233.
10. Boardman, J.W. 1995. Analysis, understanding, and visualization of hyperspectral data as convex sets in n space. In Proceedings of the International Society for Optical Engineering (SPIE) Conference on Imaging Spectrometry of the Terrestrial Environment, June 1995, Orlando, Fla. Edited by M.R. Descour, J.M. Mooney, D.L. Perry, and L.R. Illing. International Society for Optical Engineering (SPIE), Bellingham, Wash. Proceedings of SPIE Volume 2480, pp. 14-21.
11. Borstad, G.A., Lim, J., Neville, R.A., and Hauff, P. 2000. SFSI-2 — a new source of airborne hyperspectral SWIR imagery. In Proceedings of the 22nd Canadian Remote Sensing Symposium, 21-25 August 2000, Victoria, B.C. CD-ROM. Canadian Aeronautics and Space Administration (CASI), Ottawa, Ont.
12. Brink, A.B., Van Schalkwyk, A., Partridge, T.C., Midgley, D.C., Ball, J.M., and Geldenhuis, S.J. 1990. The changing impact of urbanization and mining on the geological environment. South African Journal of Science, Vol. 86, No. 7-10, pp. 434-440.
13. Campbell, J.B. 2002. Introduction to remote sensing. 3rd ed. The Guilford Press, New York.
14. Chevrel, S., Kuosmannen, V., Belocky, R., Marsh, S., Tukiainen, T., Mollat, H., Quental, L., Vosen, P., Schurnacher, V., Kuronen, E., and Aastrup, P. 2001. Hyperspectral airborne imagery for mapping mining-related contaminated areas in various European environments — first results of the MINEO Project. In Proceedings of the 5th International Airborne Remote Sensing Conference, 17-20 September 2001, San Francisco, Calif. CDROM. Altarnm Airborne Conferences, Ann Arbor, Mich.
15. Cocks, T., Jenssen, R., Stewart, A., Wilson, I., and Shields, T. 1998. The HyMap™ airborne hyperspectral sensor: the system, calibration and performance. In Proceedings of the 1st EARSeL Workshop on Imaging Spectroscopy, 6-8 October 1998, Zurich, Switzerland. EARSeL Secretariat, Brussels. pp. 37-42.
16. EarthSearch Sciences Inc. 2002. EarthSearcProbe-1 sensor. EarthSearch Sciences Inc., Lakeside, Mont. Available from www.earthsearch.com/Earth_SearchN_Probe_1_Sensor.htm [cited 27 December 2004].
17. Forstner, U., and Salomong, W. 1991. Mobilization of metals from sediments. In Metals and their compounds in the environment: occurrence, analysis and biological relevance. Edited by E. Merian. VCH Verslagsgesellschaft, Weinheim, Germany. pp. 379-398.
18. Hauff, P.L., Peters, D.C., Borstad, G., Peppin, W., Dillenbeck, E., Closs, L.G., and Prosh, E.C. 2000. Hyperspectral investigations of mine waste and abandoned mine lands — the Dragon calibration site case study. In Proceedings of the 9th AVIRIS Airborne Geoscience Workshop, 2325 February 2000, Pasadena, Calif. Jet Propulsion Laboratory (JPL), Pasadena, Calif. JPL Publication 00-18. Available from popo.jpl.nasa.gov/pub/docs/workshops/aviris.proceedings.html.
19. Hewson, R.D., Cudahy, T.J., Hausknecht, P., Jurza, P., Connor, P., and Whitbourn, L.B. 2001. Hyperspectral thermal infrared line profiling for mapping surface mineralogy. In Proceedings of the 5th InternationalAirborne Remote Sensing Conference, 17-20 September 2001, San Francisco, Calif. CD-ROM. Altarum Airborne Conferences, Ann Arbor, Mich.
20. Kruse, F.A. 1988. 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, Vol. 24, pp. 31-51.
21. Kruse, F.A., Lefkoff, A.B., and Dietz, J.B. 1993. Expert system-based mineral mapping in northern Death Valley, Nevada, using the Airborne Visible / Infrared Imaging Spectrometer (AVIRIS). Remote Sensing ofEnvironment, Vol. 44, pp. 309-336.
22. Lévesque, J., Singhroy, V., Staenz, K., and Bolton, D. 1997. Site characterization of mine tailings at the INCO Copper Cliff tailings impoundment area using casi imagery. In Proceedings of the International Symposium on Geomatics in the Era (), 25-30 May 1997, Ottawa, Ont. CD-ROM. Natural Resources Canada, Ottawa, Ont.
23. Lévesque, J., Staenz, K., Shang, J., Neville, R.A., Yearwood, P., and Singhroy, V. 1999. Temporal monitoring of mine tailings revegetation using hyperspectral data, Sudbury, Ontario. In Proceedings of the 13th International Conference on Applied Geologic Remote Sensing, 1-3 March 1999, Vancouver, B.C. Altarum Airborne Conferences, Ann Arbor, Mich. Vol. 2, pp. 21-28.
24. Liangrocapart, S., and Petrou, M. 1999. Feasibility study on the use of nonlinear spectral unmixing. In Proceedings of the International Society for Optical Engineering (SPIE) Conference on Image and Signal Processing for Remote Sensing V, September 1999, Florence, Italy. Edited by S.B. Serpico. International Society for Optical Engineering (SPIE), Bellingham, Wash. Proceedings of SPIE Volume 3871, pp. 159-168.
25. MINEO Consortium. 2003. Assessing and monitoring the environmental impact of mining activities in Europe using advanced earth observation techniques. Final report — Section 6: detailed report. MINEO Consortium, Bureau Recherches Géologiques et Minières (BRGM), Orléans, France. Available from www.brgm.fr/mineo/final.htm. 47 pp.
26. MINEO Consortium. 2004. Assessing and monitoring the environmental impact of mining activities in Europe using advanced earth observation techniques. MINEO Consortium, Bureau Recherches Géologiques et Minières (BRGM), Orléans, France. Available from www.brgm.fr/mineo.
27. Neville, R.A., Staenz, K., Lévesque, J., Nadeau, C., Truong, Q.S., Borstad, G.A. 2001a. Hyperspectral analysis of imagery of an uranium mine site. In Proceedings of the International Symposium on Spectral Sensing Research, 10-15 June 2001, Québec City, Que. Science and Technology Corporation, Hampton, Va. pp. 355-364.
28. Neville, R.A., Staenz, K., Lévesque, J., Nadeau, C., Truong, Q.S., and Borstad, G.A. 2001b. Uranium mine detection using an sirborne imaging spectrometer. In Proceedings of the 5th International Airborne Remote Sensing Conference, 17-20 September 2001, San Francisco, Calif. CDROM. Altarum Airborne Conferences, Ann Arbor, Mich.
29. Neville, R.A., Lévesque, J., Staenz, K., Nadeau, C., Hauff, P., and Borstad, G.A. 2003. Spectral unmixing of hyperspectral imagery for mineral exploration: comparison of results from SFSI and AVIRIS. Canadian Journal of Remote Sensing, Vol. 29, No. 1, pp. 99-110.
30. Ong, C., and Cudahy, T. 2002. Deriving quantitative monitoring data related to acid drainage using multi-temporal hyperspectral data. In Proceedings of the 12th JPL Airborne Earth Science Workshop, Pasadena, Calif. Jet Propulsion Laboratory (JPL), Pasadena, Calif. Publication JPL 04-6. Available from popo.jpl.nasa.gov/pub/docs/workshops/02_docs/2002_Ong_web.pdf [cited 3 May 2005].
31. Pearlman, J.S., Barry, P.S., Segal, C.C., Shepanski, J., Beiso, D., and Carman, S.L. 2003. Hyperion, a space-based imaging spectrometer. IEEE Transactions on Geoscience and Remote Sensing, Vol. 41, No. 6, pp. 1160-1173.
32. Pearson, R.M., Swayze, G.A., Wiltshire, R., Serina, D., and Clark, R.N. 1997. Using AVIRIS imagery mineral mapping for identification of acid-rock drainage sources at the California Gulch NPL site and fluvial tailings deposits on the Arkansas River, Leadville, Colorado, USA. In Proceedings of the 3rd International Airborne Remote Sensing Conference and Exhibition, 7-10 July 1997, Copenhagen, Denmark. Altarum Airborne Conferences, Ann Arbor, Mich. Vol. 1, pp. 102-109.
33. Peddle, D.R., Hall, F.G., LeDrew, E.F., and Knapp, D.E. 1997. Classification of forest land cover in BOREAS II: comparison of results from a sub-pixel scale physical modeling approach and a training based method. Canadian Journal of Remote Sensing, Vol. 23, No. 2, pp. 131-143.
34. Puro, M.J., Kipkie, W.B., Knapp, R.A., McDonald, T.J., and Stuparyk, R.A. 1995. Inco’s Copper Cliff tailings area. In Proceedings of the Conference on Mining and the Environment, 28 May - 1 June 1995, Sudbury, Ont. Edited by T.P. Hynes and M.C. Blanchette. CANMET, Natural Resources Canada, Ottawa, Ont. Vol. 1, pp. 181-191.
35. Quantec Geoscience Inc. 2002. OMET HIS data collection report: airborne hyperspectral surface mapping over exposed and covered mineral belts in Ontario. Quantec Geoscience Inc., Toronto, Ont. 30 pp.
36. Secker, J., Staenz, K., Gauthier, R.P., and Budkewitsch, P. 2001. Calibration of hyperspectral sensors in operational environments. Remote Sensing of Environment, Vol. 76, pp. 81-92.
37. Shang, J., Lévesque, J., Howarth, P., Morris, B., Staenz, K., and Yearwood, P. 1999. Preliminary investigation of acid mine drainage detection using casi data, Copper Cliff, Ontario, Canada. In Proceedings of the 4th International Airborne Remote Sensing Conference and Exhibition and the 21st Canadian Symposium on Remote Sensing, 21-24 June 1999, Ottawa, Ont. IEEE, New York. Vol. 1, pp. 771-778.
38. Shang, J., Morris, B., and Howarth, P. 2001. Using airborne magnetic and electromagnetic data to monitor mine tailings in Copper Cliff, northern Ontario. CIM Bulletin, Vol. 94, pp. 73-80.
39. Shang, J., Staenz, K., Lévesque, J., Howarth, P., Morris, B., and Lanteigne, L. 2002. Mine tailings characterization using Probe data (preliminary results). In IGARSP’oc, Proceedings of the IEEE International Geoscience and Remote Sensing Symposium and the 24th Canadian Symposium on Remote Sensing, 24-28 June 2002, Toronto, Ont. IEEE, New York. Vol. 5, pp. 2921-2923.
40. Shang, J., Morris, B., and Howarth, P. 2003. Surface mapping of mine waste using hyperspectral imagery of the Kidd Copper mine site near Sudbury, Ontario: preliminary results. In Proceedings of the 25th Canadian Remote Sensing Symposium, 14-17 October 2003, Montréal, Que. Canadian Aeronautics and Space Administration (CASI), Ottawa, Ont. Available from www.casi.ca/CRSS2004Update.htm#P02 [cited 6 April 2005].
41. Staenz, K., and Williams, D.J. 1997. Retrieval of surface reflectance from hyperspectral data using a look-up table approach. Canadian Journal of Remote Sensing, Vol. 23, No. 4, pp. 354-368.
42. Staenz, K., Szeredi, T., and Schwarz, J. 1998. ISDAS — a system for processing/analyzing hyperspectral data. Canadian Journal of Remote Sensing, Vol. 24, No. 2, pp. 99-113.
43. Swayze, G.A., Smith, K.S., Clark, R.N., Sutley, S.J., Pearson, R.M., Vance, J.S., Hageman, P.L., Briggs, P.H., Meier, A.L., Singleton, M.J., and Roth, S. 2000. Using imaging spectroscopy to map acid mine waste. Environmental Science and Technology, Vol. 34, pp. 47-54.
44. USGS. 2004. Digital spectral library. US Geological Survey (USGS), Reston, Va. Available from speclab.cr.usgs.gov/spectral.lib04/spectral-lib04.html.
45. Vane, G., Green, R.O., Chrien, T.G., Enmark, H.T., Hansen, E.G., and Porter, W.M. 1993. The airborne visible/infrared imaging spectrometer (AVIRIS). Remote Sensing of Environment, Vol. 44, pp. 127-143.
46. Zhang, L., Li, D., Tong, Q., and Zheng, L. 1998. Study of the spectral mixture model of soil and vegetation in Poyang Lake area, China. International Journal of Remote Sensing, Vol. 19, pp. 2077-2084.