Mapping an invasive species, kudzu (Pueraria montana), using hyperspectral imagery in western Georgia

Journal of Applied Remote Sensing

Volumn 1, Issue 1, 2007, Pages

  Cheng, Yen Ben ^a   Tom, Edward ^a   Ustin, Susan L ^a  

^a UNIVERSITY OF CALIFORNIA   (United States)

Author keywords

AVIRIS; CART; Hyperspectral imagery; Kudzu; Minimum noise fraction (MNF) transform; Spectral angle mapper (SAM)

Indexed keywords

IMAGE PROCESSING; REMOTE SENSING;

AVIRIS; CART; HYPER-SPECTRAL IMAGERIES; KUDZU; MINIMUM NOISE FRACTION; SPECTRAL ANGLE MAPPERS;

SPECTROSCOPY;

EID: 52649130327     PISSN: None     EISSN: 19313195     Source Type: Journal    
DOI: 10.1117/1.2749266     Document Type: Article

References (23)

1. N. Forseth, Jr. and A. F. Innis, "Kudzu (Pueraria montana): History, physiology, and ecology combine to make a major ecosystem threat," Crit. Rev. Plant Sci. 23, 401-413 (2004) [doi:10.1080/ 07352680490505150].
2. N. F. Glenn, J. T. Mundt, K. T. Weber, T. S. Prather, L. W. Lass and J. Pettingill, "Hyperspectral data processing for repeat detection of small infestations of leafy spurge," Rem. Sens. Environ. 95, 399-412 (2005) [doi:10.1016/j.rse.2005.01.003].
3. E. Underwood, S. L. Ustin and D. DiPietro, "Mapping nonnative plants using hyperspectral imagery," Rem. Sensing Environ. 86, 150-161 (2003) [doi:10.1016/S0034-4257(03)00096-8].
4. B. A. Bradley and J. F. Mustard, "Identifying land cover variability distinct from land cover change: Cheatgrass in the Great Basin," Rem. Sensing Environ. 94, 204-213 (2005) [doi:10.1016/j.rse.2004.08.016].
5. L. W. Lass, T. S. Prather, N. F. Glenn, K. T. Weber, J. T. Mundt and J. Pettingill, "A review of remote sensing of invasive weeds and example of the early detection of spotted knapweed (Centaurea maculosa) and babysbreath (Gypsophila paniculata) with a hyperspectral sensor," Weed Sci. 53, 242-251 (2005) [doi:10.1614/WS-04-044R2].
6. R. L. Lawrence, S. D. Wood and R. L. Sheley, "Mapping invasive plants using hyperspectral imagery and Breiman Cutler classifications (randomForest)," Rem. Sensing Environ. 100, 356-362 (2006) [doi:10.1016/j.rse.2005.10.014].
7. D. DiPietro, S. L. Ustin, E. Underwood, K. Olmstead and G. J. Scheer, "Mapping the invasive riparian weed Arundo donax (Giant Reed) using AVIRIS," in Eleventh JPL Airborne Visible Infrared Imaging Spectrometer (A VIRIS) Workshop, Jet Propulsion Laboratory, Pasadena, CA.
8. E. C. Underwood, M. J. Mulitsch, J. A. Greenberg, M. L. Whiting, S. L. Ustin and S. C. Kefauver, "Mapping Invasive Aquatic Vegetation in the Sacramento-San Joaquin Delta using Hyperspectral Imagery," Environ. Monit. Assess. 121, 47-64 (2006) [doi:10.1007/S10661-005-9106-4].
9. J. H. Everitt, G. L. Anderson, D. E. Escobar, M. R. Davis, N. R. Spencer and R. J. Andrascik, "Use of remote sensing for detecting and mapping leafy spurge (Euphorbia esula)," Weed Tech. 9, 599-609 (1995).
10. A. Parker Williams and E. R. Hunt, "Estimation of leafy spurge cover from hyperspectral imagery using mixture tuned matched filtering," Rem. Sensing Environ. 82, 446-456 (2002) [doi:10.1016/S0034-4257(02) 00061-5].
11. L. Li, S. L. Ustin and M. Lay, "Application of multiple endmember spectral mixture analysis (MESMA) to AVIRIS imagery for coastal salt marsh mapping: a case study in China Camp, CA, USA," Int. J. Rem. Sens. 26, 5193-5207 (2005) [doi:10.1080/01431160500218911].
12. P. H. Rosso, S. L. Ustin and A. Hastings, "Use of lidar to study changes associated with Spartina invasion in San Francisco Bay marshes," Rem. Sensing Environ. 100, 295-306 (2006) [doi:10.1016/j.rse.2005. 10.012].
13. M. E. Andrew and S. L. Ustin, "Spectral and physiological uniqueness of perennial pepperweed (Lepidium latifolium)," Weed Sci. 54, 1051-1062 (2006). [doi:10.1614/WS-06-063R1.1]
14. L. W. Mitich, "Kudzu [Pueraria lobata (Willd.) Ohwi]," Weed Tech. 14, 231-235 (2000) [doi:10.1614/0890-037X(2000)014[0231:KPLWO] 2.0.CO;2].
15. T. B. Harrington, L. T. Rader-Dixon and J. W. Taylor, "Kudzu (Pueraria montana) community responses to herbicides, burning, and high-density loblolly pine," Weed Sci. 51, 965-974 (2003) [doi:10.1614/02-142].
16. Y. C. Berisford, P. B. Bush and J. W. Taylor, "Leaching and persistence of herbicides for kudzu (Pueraria montana) control on pine regeneration sites," Weed Sci. 54, 391-400 (2006).
17. J.-H. Sun, Z.-D. Liu, K. O. Britton, P. Cai, D. Orr and J. Hough-Goldstein, "Survey of phytophagous insects and foliar pathogens in China for a biocontrol perspective on kudzu, Pueraria montana var. lobata (Willd.) Maesen and S. Almeida (Fabaceae)," Biol. Contr. 36, 22-31 (2006) [doi:10.1016/j.biocontrol.2005.09.007].
18. A. W. Küchler, Vegetation Mapping, Ronald Press Co., New York (1967).
19. A. W. Küchler and I. S. Zonneveld, Vegetation Mapping, Kluwer Academic Publishers, Dordecht, the Netherlands; Boston (1988).
20. D. L. Urban, "Part 6. Structural Models: Classification and Regression Trees," in Analysis of Ecological Communities, B. McCune and J. B. Grace, Eds., MjM Software Design, Gleneden Beach, OR (2002).
21. G. De'ath and K. E. Fabricius, "Classification and Regression Trees: A Powerful Yet Simple Technique for Ecological Data Analysis," Ecology 81, 3178-3192 (2000).
22. G. H. Rosenfield and K. Fitzpatrick-Lins, "A coefficient of agreement as a measure of thematic classification accuracy," Photogramm. Eng. Rem. Sens. 52, 223-227 (1986).
23. T. M. Lillesand and R. W. Kiefer, Remote Sensing and Image Interpretation, John Wiley & Sons, Inc., New York (1994).