Mapping plant functional types at multiple spatial resolutions using imaging spectrometer data

GIScience and Remote Sensing

Volumn 48, Issue 3, 2011, Pages 324-344

  Schaaf, Abigail ^a   Dennison, Philip ^a   Fryer, Gregory ^a   Roth, Keely ^b   Roberts, Dar ^b  

^a UNIVERSITY OF UTAH   (United States)

^b UNIVERSITY OF CALIFORNIA   (United States)

Author keywords

[No Author keywords available]

Indexed keywords

AVIRIS; IMAGE ANALYSIS; MAPPING; PLANT; SATELLITE DATA; SPATIAL RESOLUTION; SPECTROMETER;

ROCKY MOUNTAINS; UNITED STATES; UTAH; WASATCH RANGE;

EID: 80052681587     PISSN: 15481603     EISSN: None     Source Type: Journal    
DOI: 10.2747/1548-1603.48.3.324     Document Type: Article

References (46)

1. Adams, J. B., Smith, M. O., and A. R. Gillespie, 1993, "Imaging Spectroscopy: Interpretation Based on Spectral Mixture Analysis," in Remote Geochemical Analysis: Elemental and Mineralogical Composition, Pieters, C. M. and P. A. J. Englert (Eds.), Cambridge, UK: Press Syndicate of University of Cambridge, 145-166.
2. Anderson, G. P., Felde, G. W., Hoke, M. L., Ratkowski, A. J., Cooley, T., Chetwynd, J. H., Gardner, J. A., Adler-Golden, S. M., Matthew, M. W., Berk, A., Bernstein, L. S., Acharya, P. K., Miller, D., and P. Lewis, 2002, "MODTRAN4-Based Atmospheric Correction Algorithm: FLAASH (Fast Line-of-sight Atmospheric Analysis of Spectral Hypercubes)," in Proceedings of SPIE-The International Society for Optical Engineering, 4725:65-71.
3. Asner, G. P., Jones, M. O., Martin, R. E., Knapp, D. E., and R. F. Hughes, 2008, "Remote Sensing of Native and Invasive Species in Hawaiian Forests," Remote Sensing of Environment, 112(5):1912-1926.
4. Baatz, M., Benz, U., Dehghani, S., Heynen, M., Höltje, A., Hofmann, P., Lingenfelder, I., Mimler, M., Sohlbach, M., Weber, M., and G. Willhauck, 2004, eCognition Professional User Guide, Mnchen, Germany: Definiens Imaging GmbHp.
5. Ballantine, J. A. C., Okin, G. S., Prentiss, D. E., and D. A. Roberts, 2005, "Mapping North African Landforms Using Continental Scale Unmixing of MODIS Imagery," Remote Sensing of Environment, 97(4):470-483.
6. Bobbe, T., Lachowski, H., Maus, P., Greer, J., and C. Dull, 2001, "A Primer on Mapping Vegetation Using Remote Sensing," International Journal of Wildland Fire, 10(3-4):277-287.
7. Bugmann, H., 1996, "Functional Types of Trees in Temperate and Boreal Forests: Classification and Testing," Journal of Vegetation Science, 7(3):359-370.
8. Chambers, J. Q., Fisher, J. I., Zeng, H., Chapman, E. L., Baker, D. B. and G. C. Hurtt, 2007, "Hurricane Katrina's Carbon Footprint on U.S. Gulf Coast Forests," Science, 318:1107.
9. Clark, M. L., Roberts, D. A., and D. B. Clark, 2005, "Hyperspectral Discrimination of Tropical Rain Forest Tree Species at Leaf to Crown Scales," Remote Sensing of Environment, 96(3-4):375-398.
10. Congalton, R. G., 1991, "A Review of Assessing the Accuracy of Classifications of Remotely Sensed Data," Remote Sensing of Environment, 37(1):35-46.
11. Dennison, P. E., Charoensiri, K., Roberts, D. A., Peterson, S. H. and R. O. Green, 2006, "Wildfire Temperature and Land Cover Modeling Using Hyperspectral Data," Remote Sensing of Environment, 100(2):212-222.
12. Dennison, P. E., Halligan, K. Q., and D. A. Roberts, 2004, "A Comparison of Error Metrics and Constraints for Multiple Endmember Spectral Mixture Analysis and Spectral Angle Mapper," Remote Sensing of Environment, 93(3):359-367.
13. Dennison, P. E., and D. S. Matheson, 2011, "Comparison of Fire Temperature and Fractional Area Modeled from SWIR, MIR, and TIR Multispectral and SWIR Hyperspectral Airborne Data," Remote Sensing of Environment, 115(3):876-886.
14. Dennison, P. E., Nagler, P. L., Hultine, K. R., Glenn, E. P. and J. R. Ehleringer, 2009, "Remote Monitoring of Tamarisk Defoliation and Evapotranspiration Following Saltcedar Leaf Beetle Attack," Remote Sensing of Environment, 113(7):1462-1472.
15. Dennison, P. E. and D. A. Roberts, 2003a, "Endmember Selection for Multiple Endmember Spectral Mixture Analysis Using Endmember Average RMSE," Remote Sensing of Environment, 87(2-3):123-135.
16. Dennison, P. E. and D. A. Roberts, 2003b, "The effects of Vegetation Phenology on Endmember Selection and Species Mapping in Southern California Chaparral," Remote Sensing of Environment, 87(2-3):295-309.
17. Diaz, S. and M. Cabido, 1997, "Plant Functional Types and Ecosystem Function in Relation to Global Change," Journal of Vegetation Science, 8(4):463-474.
18. Diaz Barradas, M. C., Zunzunegui, M., Tirado, R., Ain-Lhout, F., and F. Garcia Novo, 1999, "Plant Functional Types and Ecosystem Function in Mediterranean Shrubland," Journal of Vegetation Science, 10(5):709-716.
19. Everitt, J. H., Anderson, G. L., Escobar, D. E., Davis, M. R., Spencer, N. R., and R. J. Andrascik, 1995, "Use of Remote Sensing for Detecting and Mapping Leafy Spurge (Euphorbia esula)," Weed Technology, 9(3):599-609.
20. Hamada, Y., Stow, D. A., Coulter, L. L., Jafolla, J. C., and Hendricks, L. W., 2007, "Detecting Tamarisk species (Tamarix spp.) in Riparian Habitats of Southern California Using High Spatial Resolution Hyperspectral Imagery," Remote Sensing of Environment, 109(2):237-248.
21. Johnson, J. R., Staid, M. I., Titus, T. N., and K. Becker, 2006, "Shocked Plagioclase Signatures in Thermal Emission Spectrometer Data of Mars," Icarus, 180(1):60-74.
22. Kruse, F. A., Lefkoff, A. B., Boardman, J. W., Heidebrecht, K. B., Shapiro, A. T., Barloon, P. J., and A. F. H. Goetz, 1993, "The Spectral Image Processing System (SIPS)-Interactive Visualization and Analysis of Imaging Spectrometer Data," Remote Sensing of Environment, 44(2-3):145-163.
23. Lavorel, S. and E. Garnier, 2002, "Predicting Changes in Community Composition and Ecosystem Functioning from Plant Traits: Revisiting the Holy Grail," Functional Ecology, 16(5):545-556.
24. Li, L. and J. F. Mustard, 2003, "Highland Contamination in Lunar Mare Soils: Improved Mapping with Multiple End-member Spectral Mixture Analysis (MESMA)," Journal of Geophysical Research E: Planets, 108(6):7-1-7-14.
25. Li, L., Ustin, S. L., and M. Lay, 2005, "Application of Multiple Endmember Spectral Mixture Analysis (MESMA) to AVIRIS Imagery for Coastal Salt Marsh Mapping: A Case Study in China Camp, CA, USA," International Journal of Remote Sensing, 26(23):5193-5207.
26. Martin, M. E., Newman, S. D., Aber, J. D., and R. G. Congalton, 1998, "Determining Forest Species Composition Using High Spectral Resolution Remote Sensing Data," Remote Sensing of Environment, 65(3):249-254.
27. Mundt, J. T., Glenn, N. F., Weber, K. T., Prather, T. S., Lass, L. W. and J. Pettingill, 2005, "Discrimination of Hoary Cress and Determination of Its Detection Limits via Hyperspectral Image Processing and Accuracy Assessment Techniques," Remote Sensing of Environment, 96(3-4):509-517.
28. Myneni, R. B., Dong, J., Tucker, C. J., Kaufmann, R. K., Kauppi, P. E., Liski, J., Zhou, L., Alexeyev, V., and M. K. Hughes, 2001, "A Large Carbon Sink in the Woody Biomass of Northern Forests," Proceedings of the National Academy of Sciences of the United States of America, 98(26):14,784-14, 789.
29. Narumalani, S., Mishra, D. R., Burkholder, J., Merani, P. B. T., and G. Willson, 2006, "A Comparative Evaluation of ISODATA and Spectral Angle Mapping for the Detection of Saltcedar Using Airborne Hyperspectral Imagery," Geocarto International, 21(2):59-66.
30. National Research Council, 2007, Earth Science and Applications from Space National Imperatives for the next Decade and Beyond, Washington DC: National Academies Press.
31. Nemani, R. R., Running, S. W., Pielke, R. A., and T. N. Chase, 1996, "Global Vegetation Cover Changes from Coarse Resolution Satellite Data," Journal of Geophysical Research D: Atmospheres, 101(D3):7157-7162.
32. Okin, G. S., Roberts, D. A., Murray, B., and W. J. Okin, 2001, "Practical Limits on Hyperspectral Vegetation Discrimination in Arid and Semiarid Environments," Remote Sensing of Environment, 77(2):212-225.
33. Painter, T. H., Dozier, J., Roberts, D. A., Davis, R. E. and R. O. Green, 2003, "Retrieval of Subpixel Snow-Covered Area and Grain Size from Imaging Spectrometer Data," Remote Sensing of Environment, 85(1):64-77.
34. Plourde, L. C., Ollinger, S. V., Smith, M. L., and M. E. Martin, 2007, "Estimating Species Abundance in a Northern Temperate Forest Using Spectral Mixture Analysis," Photogrammetric Engineering and Remote Sensing, 73(7):829-840.
35. Powell, R. L., Roberts, D. A., Dennison, P. E., and L. L. Hess, 2007, "Sub-pixel Mapping of Urban Land Cover Using Multiple Endmember Spectral Mixture Analysis: Manaus, Brazil," Remote Sensing of Environment, 106(2):253-267.
36. Rashed, T., Weeks, J. R., Roberts, D., Rogan, J., and R. Powell, 2003, "Measuring the Physical Composition of Urban Morphology Using Multiple Endmember Spectral Mixture Models," Photogrammetric Engineering and Remote Sensing, 69(9):1011-1020.
37. Roberts, D. A., Dennison, P. E., Gardner, M. E., Hetzel, Y., Ustin, S. L., and C. T. Lee, 2003, "Evaluation of the Potential of Hyperion for Fire Danger Assessment by Comparison to the Airborne Visible/Infrared Imaging Spectrometer," IEEE Transactions on Geoscience and Remote Sensing, 41(6):1297-1310.
38. Roberts, D. A., Gardner, M., Church, R., Ustin, S., Scheer, G., and R. O. Green, 1998, "Mapping Chaparral in the Santa Monica Mountains Using Multiple Endmember Spectral Mixture Models," Remote Sensing of Environment, 65(3):267-279.
39. Thenkabail, P. S., Enclona, E. A., Ashton, M. S., and B. Van Der Meer, 2004, " Accuracy Assessments of Hyperspectral Waveband Performance for Vegetation Analysis Applications," Remote Sensing of Environment, 91(3-4):354-376.
40. Tsai, F., Lin, E. K., and H. H. Wang, 2005, "Detecting Invasive Plant Species Using Hyperspectral Satellite Imagery" in International Geoscience and Remote Sensing Symposium (IGARSS), 3002-3005.
41. Underwood, E., Ustin, S., and D. DiPietro, 2003, "Mapping Nonnative Plants Using Hyperspectral Imagery," Remote Sensing of Environment, 86(2):150-161.
42. Ustin, S. L., DiPietro, D., Olmstead, K., Underwood, E., and G. J. Scheer, 2002, "Hyperspectral Remote Sensing for Invasive Species Detection and Mapping," in International Geoscience and Remote Sensing Symposium (IGARSS) 2002, 1658-1660.
43. Walker, B. H., 1992, "Biodiversity and Ecological Redundancy," Conservation Biology, 6(1):18-23.
44. Williams, A. P. and E. R. Hunt, Jr., 2002, "Estimation of Leafy Spurge Cover from Hyperspectral Imagery Using Mixture Tuned Matched Filtering," Remote Sensing of Environment, 82(2-3):446-456.
45. Woodward, F. I. and W. Cramer, 1996, "Plant Functional Types and Climatic Changes: Introduction," Journal of Vegetation Science, 7(3):306-308.
46. Youngentob, K. N., Roberts, D. A., Held, A. A., Dennison, P. E., Jia, X., and D. B. Lindenmayer, 2011, "Mapping Two Eucalyptus Subgenera Using Multiple Endmember Spectral Mixture Analysis and Continuum-Removed Imaging Spectrometry Data," Remote Sensing of Environment, 115(5):1115-1128.