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Volumn 6, Issue 7, 2014, Pages 6709-6726

Predictive mapping of dwarf shrub vegetation in an arid high mountain ecosystem using remote sensing and random forests

Author keywords

Central asia; Common pool resources; Degradation; Desertification; Firewood; Modeling; Pamir; Post soviet transformation; Rangeland ecology; Tajikistan

Indexed keywords

DECISION TREES; DEGRADATION; ECOLOGY; LANDFORMS; MAPPING; MODELS; VEGETATION;

EID: 84913548740     PISSN: None     EISSN: 20724292     Source Type: Journal    
DOI: 10.3390/rs6076709     Document Type: Article
Times cited : (34)

References (52)
  • 2
    • 77549088874 scopus 로고    scopus 로고
    • Remote sensing imagery in vegetation mapping: A review
    • Xie, Y.; Sha, Z.; Yu, M. Remote sensing imagery in vegetation mapping: A review. J. Plant Ecol. 2008, 1, 9-23.
    • (2008) J. Plant Ecol , vol.1 , pp. 9-23
    • Xie, Y.1    Sha, Z.2    Yu, M.3
  • 3
    • 0037500103 scopus 로고    scopus 로고
    • From space to species: Ecological applications for remote sensing
    • Kerr, J.T.; Ostrovsky, M. From space to species: Ecological applications for remote sensing. Trends Ecol. Evolut. 2003, 18, 299-305.
    • (2003) Trends Ecol. Evolut , vol.18 , pp. 299-305
    • Kerr, J.T.1    Ostrovsky, M.2
  • 4
    • 78651435568 scopus 로고    scopus 로고
    • Use of environmental predictors for vegetation mapping in semi-arid mountain rangelands and the determination of conservation hotspots
    • Brinkmann, K.; Patzelt, A.; Schlecht, E.; Buerkert, A. Use of environmental predictors for vegetation mapping in semi-arid mountain rangelands and the determination of conservation hotspots. Appl. Veg. Sci. 2011, 14, 17-30.
    • (2011) Appl. Veg. Sci , vol.14 , pp. 17-30
    • Brinkmann, K.1    Patzelt, A.2    Schlecht, E.3    Buerkert, A.4
  • 5
    • 65249113841 scopus 로고    scopus 로고
    • Mapping mountain vegetation using species distribution modeling, image-based texture analysis, and object-based classification
    • Dobrowski, S.Z.; Safford, H.D.; Cheng, Y.B.; Ustin, S.L. Mapping mountain vegetation using species distribution modeling, image-based texture analysis, and object-based classification. Appl. Veg. Sci. 2008, 11, 499-508.
    • (2008) Appl. Veg. Sci , vol.11 , pp. 499-508
    • Dobrowski, S.Z.1    Safford, H.D.2    Cheng, Y.B.3    Ustin, S.L.4
  • 6
    • 84883446646 scopus 로고    scopus 로고
    • Predictive mapping of species richness and plant species' distributions of a peruvian fog oasis along an altitudinal gradient
    • Münchow, J.; Bräuning, A.; Rodríguez, E.F.; von Wehrden, H. Predictive mapping of species richness and plant species' distributions of a peruvian fog oasis along an altitudinal gradient. Biotropica 2013, 45, 557-566.
    • (2013) Biotropica , vol.45 , pp. 557-566
    • Münchow, J.1    Bräuning, A.2    Rodríguez, E.F.3    von Wehrden, H.4
  • 7
    • 0007901680 scopus 로고    scopus 로고
    • Mapping vegetation in an arid, mountainous region of western Australia
    • Van Etten, E.J.B. Mapping vegetation in an arid, mountainous region of western Australia. Appl. Veg. Sci. 1998, 1, 189-200.
    • (1998) Appl. Veg. Sci , vol.1 , pp. 189-200
    • Van Etten, E.J.B.1
  • 8
    • 79951809240 scopus 로고    scopus 로고
    • Predictive mapping of plant species and communities using GIS and Landsat data in a southern Mongolian mountain range
    • Von Wehrden, H.; Zimmermann, H.; Hanspach, J.; Ronnenberg, K.; Wesche, K. Predictive mapping of plant species and communities using GIS and Landsat data in a southern Mongolian mountain range. Folia Geobot. 2009, 44, 211-225.
    • (2009) Folia Geobot , vol.44 , pp. 211-225
    • Von Wehrden, H.1    Zimmermann, H.2    Hanspach, J.3    Ronnenberg, K.4    Wesche, K.5
  • 10
    • 0141940759 scopus 로고    scopus 로고
    • Mapping alpine vegetation based on image analysis, topographic variables and canonical correspondence analysis
    • Dirnböck, T.; Dullinger, S.; Gottfried, M.; Ginzier, C.; Grabherr, G. Mapping alpine vegetation based on image analysis, topographic variables and canonical correspondence analysis. Appl. Veg. Sci. 2003, 6, 85-96.
    • (2003) Appl. Veg. Sci , vol.6 , pp. 85-96
    • Dirnböck, T.1    Dullinger, S.2    Gottfried, M.3    Ginzier, C.4    Grabherr, G.5
  • 11
    • 84874777153 scopus 로고    scopus 로고
    • Remote sensing based indicators of vegetation species for assessing rangeland degradation: Opportunities and challenges
    • Mansour, K.; Mutanga, O.; Everson, T. Remote sensing based indicators of vegetation species for assessing rangeland degradation: Opportunities and challenges. Afr. J. Agric. Res. 2012, 7, 3261-3270.
    • (2012) Afr. J. Agric. Res , vol.7 , pp. 3261-3270
    • Mansour, K.1    Mutanga, O.2    Everson, T.3
  • 12
    • 0034688307 scopus 로고    scopus 로고
    • Monitoring vegetation cover across semi-arid regions: Comparison of remote observations from various scales
    • Leprieur, C.; Kerr, Y.H.; Mastorchio, S.; Meunier, J.C. Monitoring vegetation cover across semi-arid regions: Comparison of remote observations from various scales. Int. J. Remote Sens. 2000, 21, 281-300.
    • (2000) Int. J. Remote Sens , vol.21 , pp. 281-300
    • Leprieur, C.1    Kerr, Y.H.2    Mastorchio, S.3    Meunier, J.C.4
  • 13
    • 84938133855 scopus 로고    scopus 로고
    • Soil Optical Properties and Environmental Applications of Remote Sensing
    • Available online, (accessed on 22 July
    • Escadafal, R.; Huete, A.R. Soil Optical Properties and Environmental Applications of Remote Sensing. Available online: http://www.isprs.org/proceedings/xxix/congress/part7/709_XXIX-part7.pdf (accessed on 22 July 2014).
    • (2014)
    • Escadafal, R.1    Huete, A.R.2
  • 14
    • 84923957743 scopus 로고    scopus 로고
    • Spatial Inference and Prediction; Cambridge University Press: Cambridge, UK
    • Franklin, J.; Miller, J.A. Mapping Species Distributions. Spatial Inference and Prediction; Cambridge University Press: Cambridge, UK, 2009.
    • (2009) Mapping Species Distributions
    • Franklin, J.1    Miller, J.A.2
  • 15
    • 84938133856 scopus 로고    scopus 로고
    • Available online, (accessed on 19 March
    • Rapideye Homepage. Available online: http://www.rapideye.com (accessed on 19 March 2013).
    • (2013)
  • 17
    • 0035478854 scopus 로고    scopus 로고
    • Random forests
    • Breiman, L. Random forests. Mach. Learn. 2001, 45, 5-32.
    • (2001) Mach. Learn , vol.45 , pp. 5-32
    • Breiman, L.1
  • 19
    • 0007422761 scopus 로고
    • Besonderheiten in der natur der ariden gebirge der udssr
    • Agakhanjanz, O.E. Besonderheiten in der natur der ariden gebirge der udssr. Petermanns Geogr. Mitt. 1979, 123, 73-77.
    • (1979) Petermanns Geogr. Mitt. , vol.123 , pp. 73-77
    • Agakhanjanz, O.E.1
  • 20
    • 0035062735 scopus 로고    scopus 로고
    • The climatic diagram map of high Asia. Purpose and concepts
    • Miehe, G.; Winiger, M.; Böhner, J.; Yili, Z. The climatic diagram map of high Asia. Purpose and concepts. Erdkunde 2001, 55, 94-97.
    • (2001) Erdkunde , vol.55 , pp. 94-97
    • Miehe, G.1    Winiger, M.2    Böhner, J.3    Yili, Z.4
  • 23
    • 43249099234 scopus 로고    scopus 로고
    • Vegetation of the Pamir (Tajikistan): Land use and desertification problems
    • Spehn, E., Liberman, M., Körner, C., Eds.; CRC/Taylor & Francis: Boca Raton, FL, USA
    • Breckle, S.; Wucherer, W. Vegetation of the Pamir (Tajikistan): Land use and desertification problems. In Land-Use Change and Mountain Biodiversity; Spehn, E., Liberman, M., Körner, C., Eds.; CRC/Taylor & Francis: Boca Raton, FL, USA, 2006; pp. 225-237.
    • (2006) Land-Use Change and Mountain Biodiversity , pp. 225-237
    • Breckle, S.1    Wucherer, W.2
  • 24
    • 84866662214 scopus 로고    scopus 로고
    • Grazing practices and pasture tenure in the eastern Pamirs: The nexus of pasture use, pasture potential and property rights
    • Vanselow, K.A.; Kraudzun, T.; Samimi, C. Grazing practices and pasture tenure in the eastern Pamirs: The nexus of pasture use, pasture potential and property rights. Mt. Res. Dev. 2012, 32, 324-336.
    • (2012) Mt. Res. Dev. , vol.32 , pp. 324-336
    • Vanselow, K.A.1    Kraudzun, T.2    Samimi, C.3
  • 25
    • 43249117863 scopus 로고    scopus 로고
    • Effects of grazing on biodiversity, productivity, and soil erosion of alpine pastures in Tajik Mountains
    • Spehn, E., Liberman, M., Körner, C., Eds.; CRC/Taylor & Francis: Boca Raton, FL, USA
    • Akhmadov, K.; Breckle, S.; Breckle, U. Effects of grazing on biodiversity, productivity, and soil erosion of alpine pastures in Tajik Mountains. In Land Use Change and Mountain Biodiversity; Spehn, E., Liberman, M., Körner, C., Eds.; CRC/Taylor & Francis: Boca Raton, FL, USA, 2006; pp. 239-247.
    • (2006) Land Use Change and Mountain Biodiversity , pp. 239-247
    • Akhmadov, K.1    Breckle, S.2    Breckle, U.3
  • 26
    • 84888411242 scopus 로고    scopus 로고
    • Realities and myths of the teresken syndrome-An evaluation of the exploitation of dwarf Shrub resources in the eastern Pamirs of Tajikistan
    • Kraudzun, T.; Vanselow, K.A.; Samimi, C. Realities and myths of the teresken syndrome-An evaluation of the exploitation of dwarf Shrub resources in the eastern Pamirs of Tajikistan. J. Environ. Manag. 2014, 132, 49-59.
    • (2014) J. Environ. Manag. , vol.132 , pp. 49-59
    • Kraudzun, T.1    Vanselow, K.A.2    Samimi, C.3
  • 29
    • 84938133857 scopus 로고
    • Produktivnost Nadsemnoj i Podsemnoj Fitomassy Nekotorych Ractitel'nych Soobshchestv Vycokogorij Pamira
    • Rodin, L.E., Smirnof, N.N., Eds.; Akademija Nauk CCCP: Leningrad, Russian
    • Ladygina, G.M.; Litvinova, N.P. Produktivnost Nadsemnoj i Podsemnoj Fitomassy Nekotorych Ractitel'nych Soobshchestv Vycokogorij Pamira. In Biological Productivity and Mineral Cycling; Rodin, L.E., Smirnof, N.N., Eds.; Akademija Nauk CCCP: Leningrad, Russian, 1971; pp. 150-156.
    • (1971) Biological Productivity and Mineral Cycling , pp. 150-156
    • Ladygina, G.M.1    Litvinova, N.P.2
  • 31
    • 0035141621 scopus 로고    scopus 로고
    • Classification and change detection using Landsat TM data: When and how to correct atmospheric effects? Remote Sens
    • Song, C.; Woodcock, C.E.; Seto, K.C.; Lenney, M.P.; Macomber, S.A. Classification and change detection using Landsat TM data: When and how to correct atmospheric effects? Remote Sens. Environ. 2001, 75, 230-244.
    • (2001) Environ. , vol.75 , pp. 230-244
    • Song, C.1    Woodcock, C.E.2    Seto, K.C.3    Lenney, M.P.4    Macomber, S.A.5
  • 37
    • 0036669470 scopus 로고    scopus 로고
    • Equations for potential annual direct incident radiation and heat load
    • McCune, B.; Keon, D. Equations for potential annual direct incident radiation and heat load. J. Veg. Sci. 2002, 13, 603-606.
    • (2002) J. Veg. Sci. , vol.13 , pp. 603-606
    • McCune, B.1    Keon, D.2
  • 38
    • 77957104527 scopus 로고    scopus 로고
    • A protocol for data exploration to avoid common statistical problems
    • Zuur, A.F.; Ieno, E.N.; Elphick, C.S. A protocol for data exploration to avoid common statistical problems. Methods Ecol. Evolut. 2010, 1, 3-14.
    • (2010) Methods Ecol. Evolut. , vol.1 , pp. 3-14
    • Zuur, A.F.1    Ieno, E.N.2    Elphick, C.S.3
  • 39
    • 0019381997 scopus 로고
    • Integrating ground data with remote sensing
    • Townshend, J.G., Ed.; Allen and Unwin: London, UK
    • Justice, C.O.; Townshend, J.G. Integrating ground data with remote sensing. In Terrain Analysis and Remote Sensing; Townshend, J.G., Ed.; Allen and Unwin: London, UK, 1981; pp. 38-58.
    • (1981) Terrain Analysis and Remote Sensing , pp. 38-58
    • Justice, C.O.1    Townshend, J.G.2
  • 40
    • 0036934092 scopus 로고    scopus 로고
    • Extended statistical approaches to modelling spatial pattern in biodiversity in northeast New South Wales. I. Species-level modelling
    • Ferrier, S.; Watson, G.; Pearce, J.; Drielsma, M. Extended statistical approaches to modelling spatial pattern in biodiversity in northeast New South Wales. I. Species-level modelling. Biodivers. Conserv. 2002, 11, 2275-2307.
    • (2002) Biodivers. Conserv. , vol.11 , pp. 2275-2307
    • Ferrier, S.1    Watson, G.2    Pearce, J.3    Drielsma, M.4
  • 42
    • 0345040873 scopus 로고    scopus 로고
    • Classification and regression by randomforest
    • Liaw, A.; Wiener, M. Classification and regression by randomforest. R News 2002, 2, 18-22.
    • (2002) R News , vol.2 , pp. 18-22
    • Liaw, A.1    Wiener, M.2
  • 44
    • 33645330972 scopus 로고    scopus 로고
    • Newer classification and regression tree techniques: Bagging and random forests for ecological prediction
    • Prasad, A.; Iverson, L.; Liaw, A. Newer classification and regression tree techniques: Bagging and random forests for ecological prediction. Ecosystems 2006, 9, 181-199.
    • (2006) Ecosystems , vol.9 , pp. 181-199
    • Prasad, A.1    Iverson, L.2    Liaw, A.3
  • 45
    • 57049102289 scopus 로고    scopus 로고
    • Benchmarking classifiers to optimally integrate terrain analysis and multispectral remote sensing in automatic rock glacier detection
    • Brenning, A. Benchmarking classifiers to optimally integrate terrain analysis and multispectral remote sensing in automatic rock glacier detection. Remote Sens. Environ. 2009, 113, 239-247.
    • (2009) Remote Sens. Environ. , vol.113 , pp. 239-247
    • Brenning, A.1
  • 47
    • 84878828114 scopus 로고    scopus 로고
    • Evaluating the performance of multiple remote sensing indices to predict the spatial variability of ecosystem structure and functioning in patagonian steppes
    • Gaitán, J.J.; Bran, D.; Oliva, G.; Ciari, G.; Nakamatsu, V.; Salomone, J.; Ferrante, D.; Buono, G.; Massara, V.; Humano, G.; et al. Evaluating the performance of multiple remote sensing indices to predict the spatial variability of ecosystem structure and functioning in patagonian steppes. Ecol. Indic. 2013, 34, 181-191.
    • (2013) Ecol. Indic. , vol.34 , pp. 181-191
    • Gaitán, J.J.1    Bran, D.2    Oliva, G.3    Ciari, G.4    Nakamatsu, V.5    Salomone, J.6    Ferrante, D.7    Buono, G.8    Massara, V.9    Humano, G.10
  • 48
    • 84938071643 scopus 로고    scopus 로고
    • Land stewardship in practice: An example from the eastern Pamirs of Tajikistan
    • Squires, V., Ed.; Springer: Berlin, Germany
    • Vanselow, K.A.; Kraudzun, T.; Samimi, C. Land stewardship in practice: An example from the eastern Pamirs of Tajikistan. In Rangeland Stewardship in Central Asia; Squires, V., Ed.; Springer: Berlin, Germany, 2012; pp. 71-90.
    • (2012) Rangeland Stewardship in Central Asia , pp. 71-90
    • Vanselow, K.A.1    Kraudzun, T.2    Samimi, C.3
  • 49
    • 84975298077 scopus 로고    scopus 로고
    • The tragedy of responsibility in high Asia: Modernizing traditional pastoral practices and preserving modernist worldviews
    • Kreutzmann, H. The tragedy of responsibility in high Asia: Modernizing traditional pastoral practices and preserving modernist worldviews. Pastor.: Res. Policy Pract. 2013, 3, doi:10.1186/2041-7136-3-7.
    • (2013) Pastor.: Res. Policy Pract. , vol.3
    • Kreutzmann, H.1
  • 50
  • 52
    • 20444443426 scopus 로고    scopus 로고
    • A new nonparametric method to correct model data: Application to significant wave height from the ERA-40 re-analysis
    • Caires, S.; Sterl, A. A new nonparametric method to correct model data: Application to significant wave height from the ERA-40 re-analysis. J. Atmos. Ocean. Technol. 2005, 22, 443-459.
    • (2005) J. Atmos. Ocean. Technol. , vol.22 , pp. 443-459
    • Caires, S.1    Sterl, A.2


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