Spectral Wavelength Selection and Detection of Two Invasive Plant Species in an Urban Area

Canadian Journal of Remote Sensing

Volumn 42, Issue 1, 2016, Pages 27-40

  Chance, Curtis M ^a   Coops, Nicholas C ^a   Crosby, Ken ^b   Aven, Neal ^b  

^a UNIVERSITY OF BRITISH COLUMBIA   (Canada)

^b Urban Forestry and Environmental Programs Parks Division City of Surrey   (Canada)

Author keywords

[No Author keywords available]

Indexed keywords

BIODIVERSITY; HARDWOODS; REMOTE SENSING;

BRITISH COLUMBIA , CANADA; COMPACT AIRBORNE SPECTROGRAPHIC IMAGER; HAND-HELD SPECTROMETERS; HIMALAYAN BLACKBERRY; HYPERSPECTRAL REMOTE SENSING; SPECTRAL ANGLE MAPPERS; SPECTRAL PROPERTIES; WAVELENGTH SELECTION;

PLANTS (BOTANY);

EID: 84958760410     PISSN: 07038992     EISSN: 17127971     Source Type: Journal    
DOI: 10.1080/07038992.2016.1143330     Document Type: Article

References (61)

1. E.Adam,, O.Mutanga,, and D.Rugege, 2009. “Multispectral and hyperspectral remote sensing for identification and mapping of wetland vegetation: a review.” Wetlands Ecology and Management, Vol. 18: pp. 281–296.
2. R.L.Amor, 1973. “Ecology and control of blackberry (Rubus fruticosus L. agg.).” Weed Research, Vol. 13: pp. 218–223.
3. M.E.Andrew,, and S.Ustin, 2008. “The role of environmental context in mapping invasive plants with hyperspectral image data.” Remote Sensing of Environment, Vol. 112: pp. 4301–4317.
4. M.E.Andrew,, and S.L.Ustin, 2006. “Spectral and physiological uniqueness of perennial pepperweed (Lepidium latifolium).” Weed Science, Vol. 54: pp.1051–1062.
5. M.E.Andrew,, and S.L.Ustin, 2009. “Habitat suitability modelling of an invasive plant with advanced remote sensing data.” Diversity and Distributions, Vol. 15: pp. 627–640.
6. S.Armstrong, 1995. “Rare plants protect Cape's water supplies.” New Scientist, Vol. 11(No. 8): pp. 8.
7. G.P.Asner,, D.E.Knapp,, T.Kennedy-Bowdoin,, M.O.Jones,, R.E.Martin,, J.Boardman,, and R.F.Hughes, 2008. “Invasive speciesy detection in Hawaiian rainforests using airborne imaging spectroscopy and LiDAR.” Remote Sensing of Environment, Vol. 112: pp. 1942–1955.
8. C.Astley, 2010. How does Himalayan Blackberry (Rubus armeniacus) impact breeding bird diversity? A case study of the lower mainland of British Columbia. Master's Thesis, Royal Roads University.
9. L.Bousquet,, S.Lache,, S.Jacquemoud,, and I.Moya, 2005. “Leaf BRDF measurements and model for specular and diffuse components differentiation.” Remote Sensing of Environment, Vol. 98: pp. 201–211.
10. J.S.Caplan,, and J.A.Yeakley, 2006. “Rubus armeniacus (Himalayan blackberry) occurrence and growth in relation to soil and light conditions in western oregon.” Northwest Science, Vol. 80: pp. 9–17.
11. M.Clark,, D.Roberts, and D.Clark, 2005. “Hyperspectral discrimination of tropical rain forest tree species at leaf to crown scales.” Remote Sensing of Environment, Vol. 96: pp. 375–398.
12. P.Clergeau, 1992. “The effects of birds on seed germination of fleshy-fruit plants in termperate farmland.” Acta Oecologica, Vol. 13: pp. 679–686.
13. P.J.Curran, 1989. “Remote sensing of foliar chemistry.” Remote Sensing of Environment, Vol. 30: pp. 271–278.
14. B.Datt, 1998. “Remote sensing of chlorophyll a, chlorophyll b, chlorophyll a+b, and total carotenoid content in eucalyptus leaves.” Remote Sensing of Environment, Vol. 66: pp. 111–121.
15. S.Delalieux,, J.Van Aardt,, W.Keulemans,, E.Schrevens,, and P.Coppin, 2007. “Detection of biotic stress (Venturia inaequalis) in apple trees using hyperspectral data: Non-parametric statistical approaches and physiological implications.” European Journal of Agronomy, Vol. 27: pp. 130–143.
16. K.M.Dlugosch, 2005. “Understory community changes associated ith English Ivy invasions in Seattle's urban parks.” Northwest Science, Vol. 79: pp. 52–59.
17. J.G.Ehrenfeld, 2003. “Effects of exotic plant invasions on soil nutrient cycling processes.” Ecosystems, Vol. 6:503–523.
18. N.C.Ellstrand,, and K.A.Schierenbeck, 2000. “Hybridization as a stimulus for the evolution of invasiveness in plants?” Proceedings of the National Academy of Sciences, Vol. 97: pp. 7043–7050.
19. M.R.Fernandes,, F.C.Aguiar,, J.M.N.Silva,, M.T.Ferreira,, and J.M.C.Pereira, 2013. “Spectral discrimination of giant reed (Arundo donax L.): A seasonal study in riparian areas.” ISPRS Journal of Photogrammetry and Remote Sensing, Vol. 80: pp. 80–90.
20. M.K.Fierke,, and J.B.Kauffman, 2006. “Invasive species influence riparian plant diversity along a successional gradient, Willamette River, Oregon.” Natural Areas Journal, Vol. 26: pp. 376–382.
21. A.Ghulam,, I.Porton,, and K.Freeman, 2014. “Detecting subcanopy invasive plant species in tropical rainforest by integrating optical and microwave (InSAR/PolInSAR) remote sensing data, and a decision tree algorithm.” ISPRS Journal of Photogrammetry and Remote Sensing, Vol. 88: pp. 174–192.
22. N.Goodwin,, N.C.Coops,, and C.Stone, 2005. “Assessing plantation canopy condition from airborne imagery using spectral mixture analysis and fractional abundances.” International Journal of Applied Earth Observation and Geoinformation, Vol. 7: pp. 11–28.
23. H.Gu,, A.Singh,, and P.A.Townsend 2015. “Detection of gradients of forest composition in an urban area using imaging spectroscopy.” Remote Sensing of Environment, Vol. 167: pp. 168–180.
24. M.J.Gundale,, S.Sutherland,, and T.H.Deluca, 2008. “Fire, native species, and soil resource interactions influence the spatio-temporal invasion pattern of Bromus tectorum. Ecography, Vol. 31: pp. 201–210.
25. K.S.He,, D.Rocchini,, N.Neteler,, and H.Nagendra, 2011. “Benefits of hyperspectral remote sensing for tracking plant invasions.” Diversity and Distributions, Vol. 17: pp. 381–392.
26. E.L.Hestir,, S.Khanna,, M.E.Andrew,, M.J.Santos,, J.H.Viers,, J.A.Greenberg,, S.S.Rajapakse,, and S.L.Ustin, 2008. “Identification of invasive vegetation using hyperspectral remote sensing in the California Delta ecosystem.” Remote Sensing of Environment, Vol. 112: pp. 4034–4047.
27. R.L.Hough, 2014. “Biodiversity and human health: Evidence for causality?” Biodiversity and Conservation, Vol. 23: pp. 267–288.
28. C.-Y.Huang,, and G.P.Asner, 2009. “Applications of remote sensing to alien invasive plant studies.” Sensors, Vol. 9: pp. 4869–4889.
29. J.Ishii,, and I.Washitani, 2013. “Early detection of the invasive alien plant Solidago altissima in moist tall grassland using hyperspectral imagery.” International Journal of Remote Sensing, Vol. 34: pp. 5926–5936.
30. J.M.Jones,, I.R.White,, J.M.L.White,, and J.P.McFadden, 2009. “Allergic contact dermatitis to English ivy (Hedera helix) – a case series.” Contact Dermatitis, Vol. 60: pp. 179–180.
31. T.G.Jones,, N.C.Coops,, and T.Sharma, 2010. “Employing ground-based spectroscopy for tree-species differentiation in the Gulf Islands National Park Reserve.” International Journal of Remote Sensing, Vol. 31: pp. 1121–1127.
32. I.Kowarik, 1995. “Time lags in biological invasions with regard to the success and failure of alien species.” In Plant Invasions: General Aspects and Special Problems edited by P.Pysek, K.Prach, M.Rejmanek, and M.Wade, pp. 15–38. Amsterdam: SPB Academic Publishing.
33. M.J.B.Krieger,, and K.G.Ross, 2002. “Identification of a major gene regulating complex social behavior.” Science, Vol. 295: pp. 328–332.
34. F.A.Kruse,, A.B.Lefkoff,, J.B.Boardman,, K.B.Heidebrecht,, A.T.Shapiro,, P.J.Barloon,, and A.F.H.Goetz, 1993. “The spectral image processing system (SIPS) - Interactive visualization and analysis of imaging spectrometer data.” Remote Sensing of Environment, Vol. 44: pp. 145–163.
35. M.Laaidi,, K.Laaidi,, J.-P.Besancenot,, and M.Thibaudon, 2003. “Ragweed in France: an invasive plant and its allergenic pollen.” Annals of Allergy, Asthma & Immunology: Official Publication of the American College of Allergy, Asthma, & Immunology, Vol. 91: pp. 195–201.
36. R.N.Mack,, D.Simberloff,, W.M.Lonsdale,, H.Evans,, M.Clout, and F.A.Bazzaz, 2000. “Biotic invasions: causes, epidemiology, global consequences, and control.” Ecological Applications, Vol. 10: pp. 689–710.
37. D.J.Metcalfe, 2005. “Hedera helix L.” Journal of Ecology, Vol. 93: pp. 632–648.
38. X.Miao,, P.Gong,, S.Swope,, R.Pu,, R.Carruthers,, G.L.Anderson,, J.S.Heaton,, and C.R.Tracy, 2006. “Estimation of yellow starthistle abundance through CASI-2 hyperspectral imagery using linear spectral mixture models.” Remote Sensing of Environment, Vol. 101: pp. 329–341.
39. H.A.Mooney, 2005. “Invasive alien species: the nature of the problem.” In Invasive Alien Species, edited by H.A.Mooney, R.Mack, J.A.McNeely, L.E.Neville, P.J.Schei, and J.K.Waage, pp. 1–15. Washington, DC: Island Press.
40. J.Mundt,, N.Glenn,, K.Weber,, T.Prather,, L.Lass,, 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, Vol. 96: pp. 509–517.
41. O.Mutanga,, A.K.Skidmore,, and H.H.T.Prins, 2004. “Predicting in situ pasture quality in the Kruger National Park, South Africa, using continuum-removed absorption features.” Remote Sensing of Environment, Vol. 89: pp. 393–408.
42. S.Narumalani,, D.R.Mishra,, R.Wilson,, P.Reece,, and A.Kohler, 2009. “Detecting and mapping four invasive species along the floodplain of North Platte River, Nebraska.” Weed Technology, Vol. 23: pp. 99–107.
43. E.Paulsen,, L.P.Christensen,, and K.E.Andersen, 2010. “Dermatitis from common ivy (Hedera helix L. subsp. helix) in Europe: past, present, and future.” Contact Dermatitis, Vol. 62: pp. 201–209.
44. L.Pejchar,, and H.A.Mooney, 2009. “Invasive species, ecosystem services and human well-being.” Trends in Ecology & Evolution, Vol. 24: pp. 497–504.
45. S.H.Peterson,, D.A.Roberts,, M.Beland,, R.F.Kokaly,, and S.L.Ustin, 2015. “Oil detection in the coastal marshes of Louisiana using MESMA applied to band subsets of AVIRIS data.” Remote Sensing of Environment, Vol. 159: pp. 222–231.
46. D.Pimentel,, L.Lach,, R.Zuniga,, and D.Morrison, 2000. “Environmental and economic costs of nonindigenous species in the United States.” BioScience, Vol. 50: pp. 53–65.
47. D.Pimentel,, R.Zuniga,, and D.Morrison, 2005. “Update on the environmental and economic costs associated with alien-invasive species in the United States.” Ecological Economics, Vol. 52: pp. 273–288.
48. P.Pysek, 1998. “Alien and native species in Central European urban floras: a quantitative comparison.” Journal of Biogeography, Vol. 25: pp. 155–163.
49. P.Pysek,, and P.E.Hulme, 2005. “Spatio-temporal dynamics of plant invasions: Linking pattern to process.” Ecoscience, Vol. 12: pp. 302–315.
50. M.W.Schwartz,, D.J.Porter,, J.M.Randall,, and K.E.Lyons, 1996. Impact of Nonindigenous Plants. Sierra Nevada Ecosystem Project: Final Report to Congress vol. II Assessments and Scientific Basis for Management Options. Davis, CA: University of California, Centers for Water and Wildland Resources.
51. K.K.Singh,, A.J.Davis,, and R.K.Meentemeyer, 2015. “Detecting understory plant invasion in urban forests using LiDAR.” International Journal of Applied Earth Observation and Geoinformation, Vol. 38: pp. 267–279.
52. B.Somers,, and G.P.Asner, 2013. “Multi-temporal hyperspectral mixture analysis and feature selection for invasive species mapping in rainforests.” Remote Sensing of Environment, Vol. 136: pp. 14–27.
53. B.Somers,, G.P.Asner,, L.Tits,, and P.Coppin, 2011. “Endmember variability in spectral mixture analysis: A review.” Remote Sensing of Environment, Vol. 115: pp. 1603–1616.
54. B.Somers,, S.Delalieux,, W.W.Verstraeten,, J.van Aardt, J.a.N., G.L.Albrigo,, and P.Coppin, 2010. “An automated waveband selection technique for optimized hyperspectral mixture analysis.” International Journal of Remote Sensing, Vol. 31: pp. 5549–5568.
55. L.K.Thomas, 1980. The Impact of Three Exotic Plant Species on a Potomac Island. U.S. National Park Service Scientific Monograph Series No 13. Washington, DC: National Park Service.
56. T.R.Tooke,, N.C.Coops,, N.Goodwin,, and J.A.Voogt, 2009. “Extracting urban vegetation characteristics using spectral mixture analysis and decision tree classifications.” Remote Sensing of Environment, Vol. 113: pp. 398–407.
57. E.Underwood,, S.L.Ustin,, and D.DiPietro, 2003. “Mapping nonnative plants using hyperspectral imagery.” Remote Sensing of Environment, Vol. 86: pp. 150–161.
58. C.Vaiphasa,, A.K.Skidmore,, W.F.de Boer, and T.Vaiphasa, 2007. “A hyperspectral band selector for plant species discrimination.” ISPRS Journal of Photogrammetry and Remote Sensing, Vol. 62: pp. 225–235.
59. WHO. 2015. Urban Population Growth. Author.
60. D.S.Wilcove,, D.Rothstein,, J.Dubow,, A.Phillips,, and E.Losos, 1998. “Quantifying threats to imperiled species in the United States.” BioScience, Vol. 48: pp. 607–615.
61. A.P.Williams,, and E.R.Hunt, 2002. “Estimation of leafy spurge cover from hyperspectral imagery using mixture tuned matched filtering.” Remote Sensing of Environment, Vol. 82: pp. 446–456.