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Volumn 45, Issue 6, 2016, Pages 1910-1918

Assessment of carbon stocks in the topsoil using random forest and remote sensing images

Author keywords

[No Author keywords available]

Indexed keywords

CARBON; DECISION TREES; FORECASTING; GREENHOUSE GASES; IMAGE ENHANCEMENT; RADIOMETERS; REMOTE SENSING; SOIL CONSERVATION; SOILS; SPATIAL DISTRIBUTION; WATER CONSERVATION; WETLANDS;

EID: 85006372095     PISSN: 00472425     EISSN: 15372537     Source Type: Journal    
DOI: 10.2134/jeq2016.03.0076     Document Type: Article
Times cited : (29)

References (70)
  • 1
    • 80054098835 scopus 로고    scopus 로고
    • ESRI Inc., Redlands, CA.
    • ArcGIS. 2011. ArcGIS 10.0. ESRI Inc., Redlands, CA.
    • (2011) ArcGIS 10.0
  • 2
    • 0022838492 scopus 로고
    • Patterns of change in the carbon balance of organic soil-wetlands of the temperate zone
    • Armentano, T.V., and E.S. Menges. 1986. Patterns of change in the carbon balance of organic soil-wetlands of the temperate zone. J. Ecol. 74:755-774. doi:10.2307/2260396
    • (1986) J. Ecol. , vol.74 , pp. 755-774
    • Armentano, T.V.1    Menges, E.S.2
  • 3
    • 24644485331 scopus 로고    scopus 로고
    • Carbon losses from all soils across England and Wales 1978-2003
    • Bellamy, P.H., P.J. Loveland, R.I. Bradley, R.M. Lark, and G.J.D. Kirk. 2005. Carbon losses from all soils across England and Wales 1978-2003. Nature 437:245-248. doi:10.1038/nature04038
    • (2005) Nature , vol.437 , pp. 245-248
    • Bellamy, P.H.1    Loveland, P.J.2    Bradley, R.I.3    Lark, R.M.4    Kirk, G.J.D.5
  • 4
    • 56849117084 scopus 로고    scopus 로고
    • A comparison of soil carbon pools and profiles in wetlands in Costa Rica and Ohio
    • Bernal, B., and W.J. Mitsch. 2008. A comparison of soil carbon pools and profiles in wetlands in Costa Rica and Ohio. Ecol. Eng. 34:311-323. doi:10.1016/j.ecoleng.2008.09.005
    • (2008) Ecol. Eng. , vol.34 , pp. 311-323
    • Bernal, B.1    Mitsch, W.J.2
  • 5
    • 70349338737 scopus 로고    scopus 로고
    • Response of the Everglades ridge and slough landscape to climate variability and 20th-century water management
    • Bernhardt, C.E., and D.A. Willard. 2009. Response of the Everglades ridge and slough landscape to climate variability and 20th-century water management. Ecol. Appl. 19:1723-1738. doi:10.1890/08-0779.1
    • (2009) Ecol. Appl. , vol.19 , pp. 1723-1738
    • Bernhardt, C.E.1    Willard, D.A.2
  • 6
    • 84890047158 scopus 로고    scopus 로고
    • Influence of climate and land use change on carbon in agriculture, forest, and peatland ecosystems across Canada.
    • In: R. Lal, and R.F. Follett., editors. SSSA, Madison, WI
    • Bhatti, J.S., and C. Tarnocai. 2009. Influence of climate and land use change on carbon in agriculture, forest, and peatland ecosystems across Canada. In: R. Lal, and R.F. Follett., editors. Soil carbon sequestration and the greenhouse effect. Spec. Publ. 57. SSSA, Madison, WI. p. 47-70. doi:10.2136/ sssaspecpub57.2ed.c4
    • (2009) Soil carbon sequestration and the greenhouse effect. Spec. Publ , vol.57 , pp. 47-70
    • Bhatti, J.S.1    Tarnocai, C.2
  • 7
    • 0035478854 scopus 로고    scopus 로고
    • Random forests
    • Breiman, L. 2001. Random forests. Mach. Learn. 45:5-32. doi:10.1023/A:1010933404324
    • (2001) Mach. Learn. , vol.45 , pp. 5-32
    • Breiman, L.1
  • 8
    • 33748579588 scopus 로고    scopus 로고
    • Spatial distribution of soil properties in Water Conservation Area 3 of the Everglades
    • Bruland, G.L., S. Grunwald, T.Z. Osborne, K.R. Reddy, and S. Newman. 2006. Spatial distribution of soil properties in Water Conservation Area 3 of the Everglades. Soil Sci. Soc. Am. J. 70:1662-1676. doi:10.2136/sssaj2005.0134
    • (2006) Soil Sci. Soc. Am. J. , vol.70 , pp. 1662-1676
    • Bruland, G.L.1    Grunwald, S.2    Osborne, T.Z.3    Reddy, K.R.4    Newman, S.5
  • 9
    • 84868473115 scopus 로고    scopus 로고
    • Mean residence time of global topsoil organic carbon depends on temperature, precipitation and soil nitrogen
    • Chen, S., Y. Huang, J. Zou, and Y. Shi. 2013. Mean residence time of global topsoil organic carbon depends on temperature, precipitation and soil nitrogen. Global Planet. Change 100:99-108. doi:10.1016/j. gloplacha.2012.10.006
    • (2013) Global Planet. Change , vol.100 , pp. 99-108
    • Chen, S.1    Huang, Y.2    Zou, J.3    Shi, Y.4
  • 10
    • 25644445310 scopus 로고    scopus 로고
    • Europe-wide reduction in primary productivity caused by the heat and drought in 2003
    • Ciais, P., M. Reichstein, N. Viovy, A. Granier, J. Ogée, V. Allard et al. 2005. Europe-wide reduction in primary productivity caused by the heat and drought in 2003. Nature 437:529-533. doi:10.1038/nature03972
    • (2005) Nature , vol.437 , pp. 529-533
    • Ciais, P.1    Reichstein, M.2    Viovy, N.3    Granier, A.4    Ogée, J.5    Allard, V.6
  • 11
    • 33646590647 scopus 로고    scopus 로고
    • Assessment of the spatial distribution of soil properties in a northern Everglades marsh
    • Corstanje, R., S. Grunwald, K.R. Reddy, T.Z. Osborne, and S. Newman. 2006. Assessment of the spatial distribution of soil properties in a northern Everglades marsh. J. Environ. Qual. 35:938-949. doi:10.2134/ jeq2005.0255
    • (2006) J. Environ. Qual. , vol.35 , pp. 938-949
    • Corstanje, R.1    Grunwald, S.2    Reddy, K.R.3    Osborne, T.Z.4    Newman, S.5
  • 12
    • 77953671235 scopus 로고    scopus 로고
    • Greenhouse gas fluxes from tropical peatlands in south-east Asia
    • Couwenberg, J., R. Dommain, and H. Joosten. 2010. Greenhouse gas fluxes from tropical peatlands in south-east Asia. Glob. Change Biol. 16:1715-1732. doi:10.1111/j.1365-2486.2009.02016.x
    • (2010) Glob. Change Biol. , vol.16 , pp. 1715-1732
    • Couwenberg, J.1    Dommain, R.2    Joosten, H.3
  • 13
    • 33644866828 scopus 로고    scopus 로고
    • Temperature sensitivity of soil carbon decomposition and feedbacks to climate change
    • Davidson, E.A., and I.A. Janssens. 2006. Temperature sensitivity of soil carbon decomposition and feedbacks to climate change. Nature 440:165-173. doi:10.1038/nature04514
    • (2006) Nature , vol.440 , pp. 165-173
    • Davidson, E.A.1    Janssens, I.A.2
  • 14
    • 0028388830 scopus 로고
    • Spatial distribution of soil nutrients in a northern Everglades marsh: Water Conservation Area 2A
    • DeBusk, W.F., K.R. Reddy, M.S. Koch, and Y. Wang. 1994. Spatial distribution of soil nutrients in a northern Everglades marsh: Water Conservation Area 2A. Soil Sci. Soc. Am. J. 58:543-552. doi:10.2136/ sssaj1994.03615995005800020042x
    • (1994) Soil Sci. Soc. Am. J. , vol.58 , pp. 543-552
    • DeBusk, W.F.1    Reddy, K.R.2    Koch, M.S.3    Wang, Y.4
  • 15
    • 30644464444 scopus 로고    scopus 로고
    • Gene selection and classification of microarray data using random forest
    • Díaz-Uriarte, R., and S.A. de Andrés. 2006. Gene selection and classification of microarray data using random forest. BMC Bioinformatics 7:3. doi:10.1186/1471-2105-7-3
    • (2006) BMC Bioinformatics , vol.7 , pp. 3
    • Díaz-Uriarte, R.1    Andrés, S.A.2
  • 16
    • 84878652561 scopus 로고    scopus 로고
    • Temperature and precipitation drive temporal variability in aquatic carbon and GHG concentrations and fluxes in a peatland catchment
    • Dinsmore, K.J., M.F. Billett, and K.E. Dyson. 2013. Temperature and precipitation drive temporal variability in aquatic carbon and GHG concentrations and fluxes in a peatland catchment. Glob. Change Biol. 19:2133-2148. doi:10.1111/gcb.12209
    • (2013) Glob. Change Biol. , vol.19 , pp. 2133-2148
    • Dinsmore, K.J.1    Billett, M.F.2    Dyson, K.E.3
  • 17
    • 85006397691 scopus 로고    scopus 로고
    • Earth Resource Data Analysis System Inc., Atlanta, GA
    • ERDAS. 2010. ERDAS Imagine software. Earth Resource Data Analysis System Inc., Atlanta, GA
    • (2010) ERDAS Imagine software
  • 18
    • 75749085855 scopus 로고    scopus 로고
    • Ensemble reconstruction constraints on the global carbon cycle sensitivity to climate
    • Frank, D.C., J. Esper, C.C. Raible, U. Büntgen, V. Trouet, B. Stocker, and F. Joos. 2010. Ensemble reconstruction constraints on the global carbon cycle sensitivity to climate. Nature 463:527-530. doi:10.1038/nature08769
    • (2010) Nature , vol.463 , pp. 527-530
    • Frank, D.C.1    Esper, J.2    Raible, C.C.3    Büntgen, U.4    Trouet, V.5    Stocker, B.6    Joos, F.7
  • 19
    • 84893635823 scopus 로고    scopus 로고
    • Drought sensitivity of Amazonian carbon balance revealed by atmospheric measurements
    • Gatti, L.V., M. Gloor, J.B. Miller, C.E. Doughty, Y. Malhi, L.G. Domingues et al. 2014. Drought sensitivity of Amazonian carbon balance revealed by atmospheric measurements. Nature 506:76-80. doi:10.1038/nature12957
    • (2014) Nature , vol.506 , pp. 76-80
    • Gatti, L.V.1    Gloor, M.2    Miller, J.B.3    Doughty, C.E.4    Malhi, Y.5    Domingues, L.G.6
  • 20
    • 0027130307 scopus 로고
    • Quantification of methane oxidation in the rhizosphere of emergent aquatic macrophytes: Defining upper limits
    • Gerard, G., and J. Chanton. 1993. Quantification of methane oxidation in the rhizosphere of emergent aquatic macrophytes: Defining upper limits. Biogeochemistry 23:79-97. doi:10.1007/BF00000444
    • (1993) Biogeochemistry , vol.23 , pp. 79-97
    • Gerard, G.1    Chanton, J.2
  • 21
    • 0026271247 scopus 로고
    • Northern peatlands: Role in the carbon cycle and probable responses to climatic warming
    • Gorham, E. 1991. Northern peatlands: Role in the carbon cycle and probable responses to climatic warming. Ecol. Appl. 1:182-195. doi:10.2307/1941811
    • (1991) Ecol. Appl. , vol.1 , pp. 182-195
    • Gorham, E.1
  • 22
    • 48349147101 scopus 로고    scopus 로고
    • Soil organic carbon concentrations and stocks on Barro Colorado Island-Digital soil mapping using Random Forests analysis
    • Grimm, R., T. Behrens, M. Märker, and H. Elsenbeer. 2008. Soil organic carbon concentrations and stocks on Barro Colorado Island-Digital soil mapping using Random Forests analysis. Geoderma 146:102-113. doi:10.1016/j. geoderma.2008.05.008
    • (2008) Geoderma , vol.146 , pp. 102-113
    • Grimm, R.1    Behrens, T.2    Märker, M.3    Elsenbeer, H.4
  • 23
    • 10044248088 scopus 로고    scopus 로고
    • Spatial variability, distribution and uncertainty assessment of soil phosphorus in a south Florida wetland
    • Grunwald, S., K.R. Reddy, S. Newman, and W.F. DeBusk. 2004. Spatial variability, distribution and uncertainty assessment of soil phosphorus in a south Florida wetland. Environmetrics 15:811-825. doi:10.1002/env.668
    • (2004) Environmetrics , vol.15 , pp. 811-825
    • Grunwald, S.1    Reddy, K.R.2    Newman, S.3    DeBusk, W.F.4
  • 24
    • 33645055364 scopus 로고    scopus 로고
    • Analysis of factors controlling soil carbon in the conterminous United States
    • Guo, Y., P. Gong, R. Amundson, and Q. Yu. 2006. Analysis of factors controlling soil carbon in the conterminous United States. Soil Sci. Soc. Am. J. 70:601-612. doi:10.2136/sssaj2005.0163
    • (2006) Soil Sci. Soc. Am. J. , vol.70 , pp. 601-612
    • Guo, Y.1    Gong, P.2    Amundson, R.3    Yu, Q.4
  • 25
    • 77952746392 scopus 로고    scopus 로고
    • Across-scale patterning of plant-soil-water interactions surrounding tree islands in Southern Everglades landscapes
    • Hanan, E.J., and M.S. Ross. 2010. Across-scale patterning of plant-soil-water interactions surrounding tree islands in Southern Everglades landscapes. Landsc. Ecol. 25:463-476. doi:10.1007/s10980-009-9426-9
    • (2010) Landsc. Ecol. , vol.25 , pp. 463-476
    • Hanan, E.J.1    Ross, M.S.2
  • 28
    • 0043272180 scopus 로고    scopus 로고
    • The vertical distribution of soil organic carbon and its relation to climate and vegetation
    • Jobbágy, E.G., and R.B. Jackson. 2000. The vertical distribution of soil organic carbon and its relation to climate and vegetation. Ecol. Appl. 10:423-436. doi:10.1890/1051-0761(2000)010[0423:TVDOSO]2.0.CO;2
    • (2000) Ecol. Appl. , vol.10 , pp. 423-436
    • Jobbágy, E.G.1    Jackson, R.B.2
  • 30
    • 0002252043 scopus 로고
    • The tasseled cap-A graphic description of the spectral-temporal development of agricultural crops as seen by Landsat
    • West Lafayette, IN. 29 June-1 July. Purdue University, West Lafayette, IN
    • Kauth, R.J., and G.S. Thomas. 1976. The tasseled cap-A graphic description of the spectral-temporal development of agricultural crops as seen by Landsat. In: Proceedings of the Symposium on Machine Processing of Remotely Sensed Data, West Lafayette, IN. 29 June-1 July. Purdue University, West Lafayette, IN. p. 4B41-4B51
    • (1976) In: Proceedings of the Symposium on Machine Processing of Remotely Sensed Data , pp. 4B41-4B51
    • Kauth, R.J.1    Thomas, G.S.2
  • 31
    • 77951023329 scopus 로고    scopus 로고
    • Carbon storage and fluxes within freshwater wetlands: A critical review
    • Kayranli, B., M. Scholz, A. Mustafa, and A. Hedmark. 2010. Carbon storage and fluxes within freshwater wetlands: A critical review. Wetlands 30:111-124. doi:10.1007/s13157-009-0003-4
    • (2010) Wetlands , vol.30 , pp. 111-124
    • Kayranli, B.1    Scholz, M.2    Mustafa, A.3    Hedmark, A.4
  • 32
    • 84901825901 scopus 로고    scopus 로고
    • Soil phosphorus and nitrogen predictions across spatial escalating scales in an aquatic ecosystem using remote sensing images
    • Kim, J., S. Grunwald, and R.G. Rivero. 2014. Soil phosphorus and nitrogen predictions across spatial escalating scales in an aquatic ecosystem using remote sensing images. IEEE Trans. Geosci. Rem. Sens. 52:6724-6737. doi:10.1109/TGRS.2014.2301443
    • (2014) IEEE Trans. Geosci. Rem. Sens. , vol.52 , pp. 6724-6737
    • Kim, J.1    Grunwald, S.2    Rivero, R.G.3
  • 33
    • 84870177731 scopus 로고    scopus 로고
    • Multi-scale modeling of soil series using remote sensing in a wetland ecosystem
    • Kim, J., S. Grunwald, R.G. Rivero, and R. Robbins. 2012. Multi-scale modeling of soil series using remote sensing in a wetland ecosystem. Soil Sci. Soc. Am. J. 76:2327-2341. doi:10.2136/sssaj2012.0043
    • (2012) Soil Sci. Soc. Am. J. , vol.76 , pp. 2327-2341
    • Kim, J.1    Grunwald, S.2    Rivero, R.G.3    Robbins, R.4
  • 34
    • 72149086120 scopus 로고    scopus 로고
    • Plant species from mesotrophic wetlands cause relatively high methane emissions from peat soil
    • Koelbener, A., L. Ström, P.J. Edwards, and H.O. Venterink. 2010. Plant species from mesotrophic wetlands cause relatively high methane emissions from peat soil. Plant Soil 326:147-158. doi:10.1007/s11104-009-9989-x
    • (2010) Plant Soil , vol.326 , pp. 147-158
    • Koelbener, A.1    Ström, L.2    Edwards, P.J.3    Venterink, H.O.4
  • 35
    • 84973270576 scopus 로고    scopus 로고
    • Global distribution of soil organic carbon, based on the Harmonized World Soil Database-Part 1: Masses and frequency distribution of SOC stocks for the tropics, permafrost regions, wetlands, and the world
    • Köchy, M., R. Hiederer, and A. Freibauer. 2014. Global distribution of soil organic carbon, based on the Harmonized World Soil Database-Part 1: Masses and frequency distribution of SOC stocks for the tropics, permafrost regions, wetlands, and the world. SOIL 1:327-362. doi:10.5194/ soild-1-327-2014
    • (2014) SOIL , vol.1 , pp. 327-362
    • Köchy, M.1    Hiederer, R.2    Freibauer, A.3
  • 36
    • 84865589653 scopus 로고    scopus 로고
    • A geographically weighted regression kriging approach for mapping soil organic carbon stock.
    • Kumar, S., R. Lal, and D. Liu. 2012. A geographically weighted regression kriging approach for mapping soil organic carbon stock. Geoderma 189-190:627-634. doi:10.1016/j.geoderma.2012.05.022
    • (2012) Geoderma , vol.189-190 , pp. 627-634
    • Kumar, S.1    Lal, R.2    Liu, D.3
  • 38
    • 0037249727 scopus 로고    scopus 로고
    • Global potential of soil carbon sequestration to mitigate the greenhouse effect
    • Lal, R. 2003. Global potential of soil carbon sequestration to mitigate the greenhouse effect. Crit. Rev. Plant Sci. 22:151-184. doi:10.1080/713610854
    • (2003) Crit. Rev. Plant Sci. , vol.22 , pp. 151-184
    • Lal, R.1
  • 39
    • 0345040873 scopus 로고    scopus 로고
    • Classification and regression by random forest
    • Liaw, A., and M. Wiener. 2002. Classification and regression by random forest. R News 2:18-22.
    • (2002) R News , vol.2 , pp. 18-22
    • Liaw, A.1    Wiener, M.2
  • 40
    • 0028581375 scopus 로고
    • Water control in the Everglades: A historical perspective
    • In: S. Davis and J. Ogden, editors, St. Lucie Press, Boca Raton, FL
    • Light, S.S., and J.W. Dineen. 1994. Water control in the Everglades: A historical perspective. In: S. Davis and J. Ogden, editors, Everglades: The ecosystem and its restoration. St. Lucie Press, Boca Raton, FL. p. 47-84.
    • (1994) Everglades: The ecosystem and its restoration. , pp. 47-84
    • Light, S.S.1    Dineen, J.W.2
  • 42
    • 84898861529 scopus 로고    scopus 로고
    • Comparing soil carbon sequestration in coastal freshwater wetlands with various geomorphic features and plant communities in Veracruz, Mexico
    • Marín-Muñiz, J.L., M.E. Hernández, and P. Moreno-Casasola. 2014. Comparing soil carbon sequestration in coastal freshwater wetlands with various geomorphic features and plant communities in Veracruz, Mexico. Plant Soil 378:189-203. doi:10.1007/s11104-013-2011-7
    • (2014) Plant Soil , vol.378 , pp. 189-203
    • Marín-Muñiz, J.L.1    Hernández, M.E.2    Moreno-Casasola, P.3
  • 44
    • 79953217960 scopus 로고    scopus 로고
    • Predicting soil properties in the tropics
    • Minasny, B., and A.E. Hartemink. 2011. Predicting soil properties in the tropics. Earth Sci. Rev. 106:52-62. doi:10.1016/j.earscirev.2011.01.005
    • (2011) Earth Sci. Rev. , vol.106 , pp. 52-62
    • Minasny, B.1    Hartemink, A.E.2
  • 45
    • 40849136719 scopus 로고    scopus 로고
    • 4th ed. John Wiley & Sons, New York.
    • Mitsch, W.J., and J.G. Gosselink. 2007. Wetlands. 4th ed. John Wiley & Sons, New York.
    • (2007) Wetlands
    • Mitsch, W.J.1    Gosselink, J.G.2
  • 46
    • 79952959031 scopus 로고    scopus 로고
    • The use of remote sensing in soil and terrain mapping-A review
    • Mulder, V.L., S. de Bruin, M.E. Schaepman, and T.R. Mayr. 2011. The use of remote sensing in soil and terrain mapping-A review. Geoderma 162:1-19. doi:10.1016/j.geoderma.2010.12.018
    • (2011) Geoderma , vol.162 , pp. 1-19
    • Mulder, V.L.1    Bruin, S.2    Schaepman, M.E.3    Mayr, T.R.4
  • 47
    • 0024192784 scopus 로고
    • Response to soil moisture of spectral indexes derived from bidirectional reflectance in thematic mapper wavebands
    • Musick, H.B., and R.E. Pelletier. 1988. Response to soil moisture of spectral indexes derived from bidirectional reflectance in thematic mapper wavebands. Remote Sens. Environ. 25:167-184. doi:10.1016/0034-4257(88)90099-5
    • (1988) Remote Sens. Environ. , vol.25 , pp. 167-184
    • Musick, H.B.1    Pelletier, R.E.2
  • 48
    • 17044396215 scopus 로고    scopus 로고
    • National Climactic Data Center (NCDC)
    • (accessed 1 June 2016).
    • NOAA. 2009. National Climactic Data Center (NCDC). National Oceanic and Atmospheric Administration. http://www.ncdc.noaa.gov/oa/ncdc. html (accessed 1 June 2016).
    • (2009)
  • 49
    • 0035656795 scopus 로고    scopus 로고
    • Phosphorus biogeochemistry and the impact of phosphorus enrichment: Why is the Everglades so unique?
    • Noe, G.B., D.L. Childers, and R.D. Jones. 2001. Phosphorus biogeochemistry and the impact of phosphorus enrichment: Why is the Everglades so unique? Ecosystems 4:603-624. doi:10.1007/s10021-001-0032-1
    • (2001) Ecosystems , vol.4 , pp. 603-624
    • Noe, G.B.1    Childers, D.L.2    Jones, R.D.3
  • 50
    • 84925839297 scopus 로고    scopus 로고
    • Climate sensitivity runs and regional hydrologic modeling for predicting the response of the Greater Florida Everglades ecosystem to climate change
    • Obeysekera, J., J. Barnes, and M. Nungesser. 2015. Climate sensitivity runs and regional hydrologic modeling for predicting the response of the Greater Florida Everglades ecosystem to climate change. Environ. Manage. 55:749-762. doi:10.1007/s00267-014-0315-x
    • (2015) Environ. Manage. , vol.55 , pp. 749-762
    • Obeysekera, J.1    Barnes, J.2    Nungesser, M.3
  • 51
    • 82455171941 scopus 로고    scopus 로고
    • Spatial distributions and eco-partitioning of soil biogeochemical properties in the Everglades National Park
    • Osborne, T.Z., G. Bruland, S. Newman, K.R. Reddy, and S. Grunwald. 2011. Spatial distributions and eco-partitioning of soil biogeochemical properties in the Everglades National Park. Environ. Monit. Assess. 183:395-408. doi:10.1007/s10661-011-1928-7
    • (2011) Environ. Monit. Assess. , vol.183 , pp. 395-408
    • Osborne, T.Z.1    Bruland, G.2    Newman, S.3    Reddy, K.R.4    Grunwald, S.5
  • 52
    • 0033970320 scopus 로고    scopus 로고
    • Transformations in dissolved organic carbon through constructed wetlands
    • Pinney, M.L., P.K.M. Westerhoff, and L. Bakerm. 2000. Transformations in dissolved organic carbon through constructed wetlands. Water Res. 34:1897-1911. doi:10.1016/S0043-1354(99)00330-9
    • (2000) Water Res. , vol.34 , pp. 1897-1911
    • Pinney, M.L.1    Westerhoff, P.K.M.2    Bakerm, L.3
  • 54
    • 0027786649 scopus 로고
    • Long-term nutrient accumulation rates in the Everglades
    • Reddy, K.R., W.F. DeBusk, R.D. DeLaune, and M.S. Koch. 1993. Long-term nutrient accumulation rates in the Everglades. Soil Sci. Soc. Am. J. 57:1147-1155. doi:10.2136/sssaj1993.03615995005700040044x
    • (1993) Soil Sci. Soc. Am. J. , vol.57 , pp. 1147-1155
    • Reddy, K.R.1    DeBusk, W.F.2    DeLaune, R.D.3    Koch, M.S.4
  • 56
    • 70249102044 scopus 로고    scopus 로고
    • Integrating spectral indices into prediction models of soil phosphorus in a subtropical wetland
    • Rivero, R.G., S. Grunwald, M.W. Binford, and T.Z. Osborne. 2009. Integrating spectral indices into prediction models of soil phosphorus in a subtropical wetland. Remote Sens. Environ. 113:2389-2402. doi:10.1016/j. rse.2009.07.015
    • (2009) Remote Sens. Environ. , vol.113 , pp. 2389-2402
    • Rivero, R.G.1    Grunwald, S.2    Binford, M.W.3    Osborne, T.Z.4
  • 57
    • 33847238459 scopus 로고    scopus 로고
    • Characterization of the spatial distribution of soil properties in Water Conservation Area 2A, Everglades, Florida
    • Rivero, R.G., S. Grunwald, T.Z. Osborne, K.R. Reddy, and S. Newman. 2007. Characterization of the spatial distribution of soil properties in Water Conservation Area 2A, Everglades, Florida. Soil Sci. 172:149-166. doi:10.1097/01.ss.0000240550.52175.35
    • (2007) Soil Sci. , vol.172 , pp. 149-166
    • Rivero, R.G.1    Grunwald, S.2    Osborne, T.Z.3    Reddy, K.R.4    Newman, S.5
  • 58
    • 84878439489 scopus 로고    scopus 로고
    • Spatiotemporal modeling of soil organic carbon stocks across a subtropical regio
    • Ross, C.W., S. Grunwald, and D.B. Myers. 2013. Spatiotemporal modeling of soil organic carbon stocks across a subtropical region. Sci. Total Environ. 461- 462:149-157. doi:10.1016/j.scitotenv.2013.04.070
    • (2013) Sci. Total Environ , vol.461-462 , pp. 149-157
    • Ross, C.W.1    Grunwald, S.2    Myers, D.B.3
  • 59
    • 84964995570 scopus 로고    scopus 로고
    • SAS version 9.2
    • SAS Institute Inc., Cary, NC.
    • SAS Institute. 2010. SAS version 9.22. SAS Institute Inc., Cary, NC.
    • (2010)
  • 61
    • 33646250432 scopus 로고    scopus 로고
    • Fine-resolution mapping of soil organic carbon based on multivariate secondary data
    • Simbahan, G.C., A. Dobermann, P. Goovaerts, J. Ping, and M.L. Haddix. 2006. Fine-resolution mapping of soil organic carbon based on multivariate secondary data. Geoderma 132:471-489. doi:10.1016/j. geoderma.2005.07.001
    • (2006) Geoderma , vol.132 , pp. 471-489
    • Simbahan, G.C.1    Dobermann, A.2    Goovaerts, P.3    Ping, J.4    Haddix, M.L.5
  • 62
    • 72449170109 scopus 로고    scopus 로고
    • An introduction to recursive partitioning: Rationale, application, and characteristics of classification and regression trees, bagging, and random forests
    • Strobl, C., J. Malley, and G. Tutz. 2009. An introduction to recursive partitioning: Rationale, application, and characteristics of classification and regression trees, bagging, and random forests. Psychol. Methods 14:323-348. doi:10.1037/a0016973
    • (2009) Psychol. Methods , vol.14 , pp. 323-348
    • Strobl, C.1    Malley, J.2    Tutz, G.3
  • 63
    • 22744458127 scopus 로고    scopus 로고
    • Soil carbon storage estimation in a forested watershed using quantitative soil-landscape modeling
    • Thompson, J.A., and R.K. Kolka. 2005. Soil carbon storage estimation in a forested watershed using quantitative soil-landscape modeling. Soil Sci. Soc. Am. J. 69:1086-1093. doi:10.2136/sssaj2004.0322
    • (2005) Soil Sci. Soc. Am. J. , vol.69 , pp. 1086-1093
    • Thompson, J.A.1    Kolka, R.K.2
  • 66
    • 77950917793 scopus 로고    scopus 로고
    • Regional modeling of soil carbon at multiple depths within a subtropical watershed
    • Vasques, G.M., S. Grunwald, N.B. Comerford, and J.O. Sickman. 2010. Regional modeling of soil carbon at multiple depths within a subtropical watershed. Geoderma 156:326-336. doi:10.1016/j.geoderma.2010.03.002
    • (2010) Geoderma , vol.156 , pp. 326-336
    • Vasques, G.M.1    Grunwald, S.2    Comerford, N.B.3    Sickman, J.O.4
  • 67
    • 79960844961 scopus 로고    scopus 로고
    • Soil organic carbon of degraded wetlands treated with freshwater in the Yellow River Delta, China
    • Wang, H., R. Wang, Y. Yu, M.J. Mitchell, and L. Zhang. 2011. Soil organic carbon of degraded wetlands treated with freshwater in the Yellow River Delta, China. J. Environ. Manage. 92:2628-2633. doi:10.1016/j. jenvman.2011.05.030
    • (2011) J. Environ. Manage. , vol.92 , pp. 2628-2633
    • Wang, H.1    Wang, R.2    Yu, Y.3    Mitchell, M.J.4    Zhang, L.5
  • 69
    • 79951813354 scopus 로고    scopus 로고
    • Digital mapping of soil organic matter stocks using Random Forest modeling in a semi-arid steppe ecosystem
    • Wiesmeier, M., F. Barthold, B. Blank, and I. Kögel-Knabner. 2011. Digital mapping of soil organic matter stocks using Random Forest modeling in a semi-arid steppe ecosystem. Plant Soil 340:7-24. doi:10.1007/ s11104-010-0425-z
    • (2011) Plant Soil , vol.340 , pp. 7-24
    • Wiesmeier, M.1    Barthold, F.2    Blank, B.3    Kögel-Knabner, I.4
  • 70
    • 36749088957 scopus 로고    scopus 로고
    • Substrate-induced respiration for phosphorus- enriched and oligotrophic peat soils in an Everglades wetland
    • Wright, A.L., and K.R. Reddy. 2007. Substrate-induced respiration for phosphorus- enriched and oligotrophic peat soils in an Everglades wetland. Soil Sci. Soc. Am. J. 71:1579-1583. doi:10.2136/sssaj2007.0095
    • (2007) Soil Sci. Soc. Am. J. , vol.71 , pp. 1579-1583
    • Wright, A.L.1    Reddy, K.R.2


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