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Volumn 47, Issue , 2016, Pages 125-138

Mapping the distributions of C3 and C4 grasses in the mixed-grass prairies of southwest Oklahoma using the Random Forest classification algorithm

Author keywords

Historical land cover mapping; Mixed grass prairies; Random Forest classifier; Spatial pattern analysis

Indexed keywords

ACCURACY ASSESSMENT; ALGORITHM; C3 PLANT; C4 PLANT; ENVIRONMENTAL FACTOR; GRASS; IMAGE CLASSIFICATION; LAND COVER; PIXEL; PRAIRIE; SPATIAL DISTRIBUTION; VEGETATION MAPPING;

EID: 84988697081     PISSN: 15698432     EISSN: 1872826X     Source Type: Journal    
DOI: 10.1016/j.jag.2015.12.007     Document Type: Article
Times cited : (16)

References (41)
  • 1
    • 0021598935 scopus 로고
    • The distribution of photosynthetic pathway types on a mixed-grass prairie
    • Archer, S., The distribution of photosynthetic pathway types on a mixed-grass prairie. Am. Midl. Nat. 111 (1984), 138–142.
    • (1984) Am. Midl. Nat. , vol.111 , pp. 138-142
    • Archer, S.1
  • 2
    • 81455123130 scopus 로고    scopus 로고
    • Chemical Biomarkers in Aquatic Ecosystems
    • Princeton University Press Princeton, NJ
    • Bianchi, T.S., Canuel, E.A., Chemical Biomarkers in Aquatic Ecosystems. 2011, Princeton University Press, Princeton, NJ.
    • (2011)
    • Bianchi, T.S.1    Canuel, E.A.2
  • 3
    • 0030211964 scopus 로고    scopus 로고
    • Bagging predictors
    • Breiman, L., Bagging predictors. Mach.Learn. 24 (1996), 123–140, 10.1023/a:1018054314350.
    • (1996) Mach.Learn. , vol.24 , pp. 123-140
    • Breiman, L.1
  • 4
    • 0035478854 scopus 로고    scopus 로고
    • Random Forests
    • Breiman, L., Random Forests. Mach. Learn. 45 (2001), 5–32, 10.1023/a:1010933404324.
    • (2001) Mach. Learn. , vol.45 , pp. 5-32
    • Breiman, L.1
  • 5
    • 84861855137 scopus 로고    scopus 로고
    • Neotropical C3/C4 grass distributions—present, past and future
    • Bremond, L., Boom, A., Favier, C., Neotropical C3/C4 grass distributions—present, past and future. Global Change Biol. 18 (2012), 2324–2334, 10.1111/j.1365-2486.2012.02690.x.
    • (2012) Global Change Biol. , vol.18 , pp. 2324-2334
    • Bremond, L.1    Boom, A.2    Favier, C.3
  • 6
    • 84897556679 scopus 로고    scopus 로고
    • A bootstrap method for assessing classification accuracy and confidence for agricultural land use mapping in Canada
    • Champagne, C., McNairn, H., Daneshfar, B., Shang, J., A bootstrap method for assessing classification accuracy and confidence for agricultural land use mapping in Canada. Int. J. Appl. Earth Obs. Geoinform. 29 (2014), 44–52, 10.1016/j.jag.2013.12.016.
    • (2014) Int. J. Appl. Earth Obs. Geoinform. , vol.29 , pp. 44-52
    • Champagne, C.1    McNairn, H.2    Daneshfar, B.3    Shang, J.4
  • 8
    • 61749095927 scopus 로고    scopus 로고
    • Physiographically sensitive mapping of climatological temperature and precipitation across the conterminous United States
    • Daly, C., Halbleib, M., Smith, J.I., Gibson, W.P., Doggett, M.K., Taylor, G.H., Curtis, J., Pasteris, P.P., Physiographically sensitive mapping of climatological temperature and precipitation across the conterminous United States. Int. J. Climatol. 28 (2008), 2031–2064, 10.1002/joc.1688.
    • (2008) Int. J. Climatol. , vol.28 , pp. 2031-2064
    • Daly, C.1    Halbleib, M.2    Smith, J.I.3    Gibson, W.P.4    Doggett, M.K.5    Taylor, G.H.6    Curtis, J.7    Pasteris, P.P.8
  • 9
    • 0035121591 scopus 로고    scopus 로고
    • The influence of vegetation index and spatial resolution on a two-date remote sensing-derived relation to C4 species coverage
    • Davidson, A., Csillag, F., The influence of vegetation index and spatial resolution on a two-date remote sensing-derived relation to C4 species coverage. Remote Sens. Environ. 75 (2001), 138–151, 10.1016/S0034-4257(00)00162-0.
    • (2001) Remote Sens. Environ. , vol.75 , pp. 138-151
    • Davidson, A.1    Csillag, F.2
  • 10
    • 0027333476 scopus 로고
    • Evolutionary and ecological aspects of photosynthetic pathway variation
    • Ehleringer, J.R., Monson, R.K., Evolutionary and ecological aspects of photosynthetic pathway variation. Annu. Rev. Ecol. Syst. 24 (1993), 411–439, 10.1146/annurev.es.24.110193.002211.
    • (1993) Annu. Rev. Ecol. Syst. , vol.24 , pp. 411-439
    • Ehleringer, J.R.1    Monson, R.K.2
  • 11
    • 0030616832 scopus 로고    scopus 로고
    • Productivity patterns of C3 and C4 functional types in the U.S. Great Plains
    • Epstein, H.E., Lauenroth, W.K., Burke, I.C., Coffin, D.P., Productivity patterns of C3 and C4 functional types in the U.S. Great Plains. Ecology 78 (1997), 722–731, 10.2307/2266052.
    • (1997) Ecology , vol.78 , pp. 722-731
    • Epstein, H.E.1    Lauenroth, W.K.2    Burke, I.C.3    Coffin, D.P.4
  • 12
    • 0031936297 scopus 로고    scopus 로고
    • Regional productivities of plant species in the Great Plains of the United States
    • Epstein, H.E., Lauenroth, W.K., Burke, I.C., Coffin, D.P., Regional productivities of plant species in the Great Plains of the United States. Plant Ecol. 134 (1998), 173–195, 10.1023/a:1009732800810.
    • (1998) Plant Ecol. , vol.134 , pp. 173-195
    • Epstein, H.E.1    Lauenroth, W.K.2    Burke, I.C.3    Coffin, D.P.4
  • 13
    • 0037442845 scopus 로고    scopus 로고
    • Review and comparison of methods to study the contribution of variables in artificial neural network models
    • Gevrey, M., Dimopoulos, I., Lek, S., Review and comparison of methods to study the contribution of variables in artificial neural network models. Ecol. Model. 160 (2003), 249–264, 10.1016/S0304-3800(02)00257-0.
    • (2003) Ecol. Model. , vol.160 , pp. 249-264
    • Gevrey, M.1    Dimopoulos, I.2    Lek, S.3
  • 14
    • 0031205903 scopus 로고    scopus 로고
    • A technique for monitoring ecological disturbance in tallgrass prairie using seasonal NDVI trajectories and a discriminant function mixture model
    • Goodin, D.G., Henebry, G.M., A technique for monitoring ecological disturbance in tallgrass prairie using seasonal NDVI trajectories and a discriminant function mixture model. Remote Sens. Environ. 61 (1997), 270–278, 10.1016/S0034-4257(97)00043-6.
    • (1997) Remote Sens. Environ. , vol.61 , pp. 270-278
    • Goodin, D.G.1    Henebry, G.M.2
  • 15
    • 84873045533 scopus 로고    scopus 로고
    • Comparing predicted historical distributions of tree species using two tree-based ensemble classification methods
    • Hanberry, B.B., He, H.S., Palik, B.J., Comparing predicted historical distributions of tree species using two tree-based ensemble classification methods. Am. Midl. Nat. 168 (2012), 443–455, 10.1674/0003-0031-168.2.443.
    • (2012) Am. Midl. Nat. , vol.168 , pp. 443-455
    • Hanberry, B.B.1    He, H.S.2    Palik, B.J.3
  • 16
    • 84988727017 scopus 로고    scopus 로고
    • Vegetation of Oklahoma, Earth Sicences and Mineral Resources of Oklahoma
    • Oklahoma Geological Survey Norman, OK
    • Hoagland, B.W., Vegetation of Oklahoma, Earth Sicences and Mineral Resources of Oklahoma. 2008, Oklahoma Geological Survey, Norman, OK.
    • (2008)
    • Hoagland, B.W.1
  • 17
    • 0024165401 scopus 로고
    • A soil-adjusted vegetation index (SAVI)
    • Huete, A.R., A soil-adjusted vegetation index (SAVI). Remote Sens. Environ. 25 (1988), 295–309, 10.1016/0034-4257(88)90106-X.
    • (1988) Remote Sens. Environ. , vol.25 , pp. 295-309
    • Huete, A.R.1
  • 18
    • 0030451575 scopus 로고    scopus 로고
    • The place of C4 grasses in temperate pastures in Australia
    • Johnston, W.H., The place of C4 grasses in temperate pastures in Australia. N. Z. J. Agric. Res. 39 (1996), 527–540, 10.1080/00288233.1996.9513213.
    • (1996) N. Z. J. Agric. Res. , vol.39 , pp. 527-540
    • Johnston, W.H.1
  • 19
    • 0031233198 scopus 로고    scopus 로고
    • The MODIS 2.1-μm channel-correlation with visible reflectance for use in remote sensing of aerosol
    • Kaufman, Y.J., Wald, A.E., Remer, L.A., Bo-Cai, G., Rong-Rong, L., Flynn, L., The MODIS 2.1-μm channel-correlation with visible reflectance for use in remote sensing of aerosol. IEEE Trans. Geosci. Remote Sens. 35 (1997), 1286–1298, 10.1109/36.628795.
    • (1997) IEEE Trans. Geosci. Remote Sens. , vol.35 , pp. 1286-1298
    • Kaufman, Y.J.1    Wald, A.E.2    Remer, L.A.3    Bo-Cai, G.4    Rong-Rong, L.5    Flynn, L.6
  • 21
    • 0031839102 scopus 로고    scopus 로고
    • Effects of soil texture and precipitation on above-ground net primary productivity and vegetation structure across the Central Grassland region of the United States
    • Lane, D.R., Coffin, D.P., Lauenroth, W.K., Effects of soil texture and precipitation on above-ground net primary productivity and vegetation structure across the Central Grassland region of the United States. J. Veg. Sci. 9 (1998), 239–250, 10.2307/3237123.
    • (1998) J. Veg. Sci. , vol.9 , pp. 239-250
    • Lane, D.R.1    Coffin, D.P.2    Lauenroth, W.K.3
  • 22
    • 0033500160 scopus 로고    scopus 로고
    • The structure and function of ecosystems in the central North American grassland region
    • Lauenroth, W., Burke, I.C., Gutmann, M.P., The structure and function of ecosystems in the central North American grassland region. Gt. Plains Res. 9 (1999), 223–259.
    • (1999) Gt. Plains Res. , vol.9 , pp. 223-259
    • Lauenroth, W.1    Burke, I.C.2    Gutmann, M.P.3
  • 23
    • 0345040873 scopus 로고    scopus 로고
    • Classification and regression by randomForest
    • Liaw, A., Wiener, M., Classification and regression by randomForest. R. News 2 (2002), 18–22.
    • (2002) R. News , vol.2 , pp. 18-22
    • Liaw, A.1    Wiener, M.2
  • 25
    • 84892600767 scopus 로고    scopus 로고
    • FRAGSTATS 4.2 Help
    • University of Massachusetts Amherst, MA
    • McGarigal, K., FRAGSTATS 4.2 Help. 2013, University of Massachusetts, Amherst, MA.
    • (2013)
    • McGarigal, K.1
  • 26
    • 68949140728 scopus 로고    scopus 로고
    • A comparison of random forest and its Gini importance with standard chemometric methods for the feature selection and classification of spectral data
    • Menze, B., Kelm, B.M., Masuch, R., Himmelreich, U., Bachert, P., Petrich, W., Hamprecht, F., A comparison of random forest and its Gini importance with standard chemometric methods for the feature selection and classification of spectral data. BMC Bioinform., 10, 2009, 213.
    • (2009) BMC Bioinform. , vol.10 , pp. 213
    • Menze, B.1    Kelm, B.M.2    Masuch, R.3    Himmelreich, U.4    Bachert, P.5    Petrich, W.6    Hamprecht, F.7
  • 27
    • 84988686575 scopus 로고    scopus 로고
    • NRCS/USDA,. The Gridded Soil Survey Geographic (gSSURGO) Database for Oklahoma. United States Department of Agriculture, Natural Resources Conservation Service. Available online at. December 1, 2012 (FY2013 official release).
    • NRCS/USDA, 2013. The Gridded Soil Survey Geographic (gSSURGO) Database for Oklahoma. United States Department of Agriculture, Natural Resources Conservation Service. Available online at http://datagateway.nrcs.usda.gov/. December 1, 2012 (FY2013 official release).
    • (2013)
  • 28
    • 84988690936 scopus 로고    scopus 로고
    • NRCS/USDA,. National Value Added Look Up (valu) Table Database for the Gridded Soil Survey Geographic (gSSURGO) Database for the United States of America and the Territories, Commonwealths, and Island Nations served by the USDA-NRCS. United States Department of Agriculture, Natural Resources Conservation Service. Available online at. December 1, 2012 (FY2013 official release).
    • NRCS/USDA, 2013. National Value Added Look Up (valu) Table Database for the Gridded Soil Survey Geographic (gSSURGO) Database for the United States of America and the Territories, Commonwealths, and Island Nations served by the USDA-NRCS. United States Department of Agriculture, Natural Resources Conservation Service. Available online at http://datagateway.nrcs.usda.gov/. December 1, 2012 (FY2013 official release).
    • (2013)
  • 29
    • 3242721368 scopus 로고    scopus 로고
    • An accurate comparison of methods for quantifying variable importance in artificial neural networks using simulated data
    • Olden, J.D., Joy, M.K., Death, R.G., An accurate comparison of methods for quantifying variable importance in artificial neural networks using simulated data. Ecol. Model. 178 (2004), 389–397, 10.1016/j.ecolmodel.2004.03.013.
    • (2004) Ecol. Model. , vol.178 , pp. 389-397
    • Olden, J.D.1    Joy, M.K.2    Death, R.G.3
  • 30
    • 84870202759 scopus 로고    scopus 로고
    • Making better use of accuracy data in land change studies: estimating accuracy and area and quantifying uncertainty using stratified estimation
    • Olofsson, P., Foody, G.M., Stehman, S.V., Woodcock, C.E., Making better use of accuracy data in land change studies: estimating accuracy and area and quantifying uncertainty using stratified estimation. Remote Sens. Environ. 129 (2013), 122–131, 10.1016/j.rse.2012.10.031.
    • (2013) Remote Sens. Environ. , vol.129 , pp. 122-131
    • Olofsson, P.1    Foody, G.M.2    Stehman, S.V.3    Woodcock, C.E.4
  • 31
    • 84891884805 scopus 로고    scopus 로고
    • Growth and Development, Wheat Production Handbook
    • Kansas State University Agricultural Experiment Station and Cooperative Extension Service Manhattan, KS
    • Paulsen, G.M., Growth and Development, Wheat Production Handbook. 1997, Kansas State University Agricultural Experiment Station and Cooperative Extension Service, Manhattan, KS.
    • (1997)
    • Paulsen, G.M.1
  • 32
    • 84897879307 scopus 로고    scopus 로고
    • Object-oriented mapping of urban trees using Random Forest classifiers
    • Puissant, A., Rougier, S., Stumpf, A., Object-oriented mapping of urban trees using Random Forest classifiers. Int. J. Appl. Earth Obs. Geoinform. 26 (2014), 235–245, 10.1016/j.jag.2013.07.002.
    • (2014) Int. J. Appl. Earth Obs. Geoinform. , vol.26 , pp. 235-245
    • Puissant, A.1    Rougier, S.2    Stumpf, A.3
  • 33
    • 0041695551 scopus 로고    scopus 로고
    • The contribution of C3 and C4 plants to the carbon cycle of a tallgrass prairie: an isotopic approach
    • Still, C., Berry, J., Ribas-Carbo, M., Helliker, B., The contribution of C3 and C4 plants to the carbon cycle of a tallgrass prairie: an isotopic approach. Oecologia 136 (2003), 347–359, 10.1007/s00442-003-1274-8.
    • (2003) Oecologia , vol.136 , pp. 347-359
    • Still, C.1    Berry, J.2    Ribas-Carbo, M.3    Helliker, B.4
  • 34
    • 0037998618 scopus 로고    scopus 로고
    • Global distribution of C3 and C4 vegetation: carbon cycle implications
    • Still, C.J., Berry, J.A., Collatz, G.J., DeFries, R.S., Global distribution of C3 and C4 vegetation: carbon cycle implications. Global Biogeochem. Cycles 17 (2003), 6-1–6-14, 10.1029/2001GB001807.
    • (2003) Global Biogeochem. Cycles , vol.17 , pp. 6-1-6-14
    • Still, C.J.1    Berry, J.A.2    Collatz, G.J.3    DeFries, R.S.4
  • 36
    • 84923186556 scopus 로고    scopus 로고
    • Random forests to evaluate biotic interactions in fish distribution models
    • Vezza, P., Muñoz-Mas, R., Martinez-Capel, F., Mouton, A., Random forests to evaluate biotic interactions in fish distribution models. Environ. Model. Softw. 67 (2015), 173–183, 10.1016/j.envsoft.2015.01.005.
    • (2015) Environ. Model. Softw. , vol.67 , pp. 173-183
    • Vezza, P.1    Muñoz-Mas, R.2    Martinez-Capel, F.3    Mouton, A.4
  • 38
    • 84882630905 scopus 로고    scopus 로고
    • 4 grasses in the US Great Plains and their climate dependency with MODIS time series
    • 4 grasses in the US Great Plains and their climate dependency with MODIS time series. Remote Sens. Environ. 138 (2013), 90–101, 10.1016/j.rse.2013.07.025.
    • (2013) Remote Sens. Environ. , vol.138 , pp. 90-101
    • Wang, C.Z.1    Hunt, E.R.2    Zhang, L.3    Guo, H.D.4
  • 39
    • 0037405227 scopus 로고    scopus 로고
    • 4 grassland biomass and its implications for climate change research
    • 4 grassland biomass and its implications for climate change research. Ecol. Model. 163 (2003), 153–173, 10.1016/S0304-3800(02)00415-5.
    • (2003) Ecol. Model. , vol.163 , pp. 153-173
    • Winslow, J.C.1    Hunt, E.R.2    Piper, S.C.3
  • 40
    • 34948850292 scopus 로고    scopus 로고
    • C4-derived soil organic carbon decomposes faster than its C3 counterpart in mixed C3/C4 soils
    • Wynn, J.G., Bird, M.I., C4-derived soil organic carbon decomposes faster than its C3 counterpart in mixed C3/C4 soils. Global Change Biol. 13 (2007), 2206–2217, 10.1111/j.1365-2486.2007.01435.x.
    • (2007) Global Change Biol. , vol.13 , pp. 2206-2217
    • Wynn, J.G.1    Bird, M.I.2
  • 41
    • 64549085340 scopus 로고    scopus 로고
    • Updating the 2001 National Land Cover Database land cover classification to 2006 by using Landsat imagery change detection methods
    • Xian, G., Homer, C., Fry, J., Updating the 2001 National Land Cover Database land cover classification to 2006 by using Landsat imagery change detection methods. Remote Sens. Environ. 113 (2009), 1133–1147, 10.1016/j.rse.2009.02.004.
    • (2009) Remote Sens. Environ. , vol.113 , pp. 1133-1147
    • Xian, G.1    Homer, C.2    Fry, J.3


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