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Volumn 176, Issue 1-4, 2011, Pages 531-547

Integrating in-situ, Landsat, and MODIS data for mapping in Southern African savannas: Experiences of LCCS-based land-cover mapping in the Kalahari in Namibia

Author keywords

Harmonization; Phenology; Random forest; Remote sensing; Standardization; Time series

Indexed keywords

BASELINE DATA; BHATTACHARYA DISTANCE; BROADLEAVED; CLASS ASSIGNMENTS; CLASSIFICATION SCHEME; DOWN-SCALING; EARTH OBSERVATION DATA; ECOSYSTEM ASSESSMENT; ENSEMBLE CLASSIFIERS; ENVIRONMENTAL OBSERVATION; GROWING SEASON; HARMONIZATION; HERBACEOUS LAYER; IN-SITU; IN-SITU DATA; INTERMEDIATE STAGE; KALAHARI; LAND COVER; LANDSAT; LANDSAT IMAGERY; LANDSAT SATELLITE; MAPPING ACCURACY; NAMIBIA; OBJECT-ORIENTED SEGMENTATION; OBSERVING SYSTEMS; PHENOLOGY; RANDOM FORESTS; SAVANNA ECOSYSTEMS; SEMI ARID; SEPARABILITY ANALYSIS; SHRUBLANDS; SOIL CONDITIONS; SPECTRAL MAPPINGS; TRAINING DATA; TREE-BASED; VEGETATION TYPE; WOODY PLANTS;

EID: 79954850750     PISSN: 01676369     EISSN: 15732959     Source Type: Journal    
DOI: 10.1007/s10661-010-1602-5     Document Type: Article
Times cited : (14)

References (48)
  • 1
    • 34250013881 scopus 로고    scopus 로고
    • Leaf green-up in a semi-arid African savanna - Separating tree and grass responses to environmental cues
    • DOI 10.1658/1100-9233(2007)18[583:LGIASA]2.0.CO;2
    • S Archibald RJ Scholes 2007 Leaf green-up in a semi-arid African savanna-separating tree and grass responses to environmental cues Journal of Vegetation Science 18 583 594 (Pubitemid 46883248)
    • (2007) Journal of Vegetation Science , vol.18 , Issue.4 , pp. 583-594
    • Archibald, S.1    Scholes, R.J.2
  • 2
    • 0035478854 scopus 로고    scopus 로고
    • Random forests
    • DOI 10.1023/A:1010933404324
    • LE Breiman 2001 Random forests Machine Learning 26 5 32 10.1023/A:1010933404324 (Pubitemid 32933532)
    • (2001) Machine Learning , vol.45 , Issue.1 , pp. 5-32
    • Breiman, L.1
  • 3
    • 0024183657 scopus 로고
    • Phenoloy of nine common woody species in semi-arid, deciduous Kalahari Sand vegetation
    • 10.1007/BF00044907
    • S Childs 1989 Phenoloy of nine common woody species in semi-arid, deciduous Kalahari Sand vegetation Vegetatio 79 151 163 10.1007/BF00044907
    • (1989) Vegetatio , vol.79 , pp. 151-163
    • Childs, S.1
  • 4
    • 53849138074 scopus 로고    scopus 로고
    • TiSeG: Flexible software tool for time-series generation of MODIS data utilizing the quality assessment science data set
    • 10.1109/TGRS.2008.921412
    • R Colditz C Conrad T Wehrmann M Schmidt S Dech 2008 TiSeG: Flexible software tool for time-series generation of MODIS data utilizing the quality assessment science data set IEEE Transactions on Geoscience and Remote Sensing 46 3296 3308 10.1109/TGRS.2008.921412
    • (2008) IEEE Transactions on Geoscience and Remote Sensing , vol.46 , pp. 3296-3308
    • Colditz, R.1    Conrad, C.2    Wehrmann, T.3    Schmidt, M.4    Dech, S.5
  • 5
    • 79954932025 scopus 로고    scopus 로고
    • Standardized FAO-LCCS land cover mapping in heterogeneous tree savannas of West Africa
    • 10.1016/j.jaridenv.2010.03.012 10.1016/j.jaridenv.2010.03.012
    • A Cord C Conrad M Schmidt S Dech 2010 Standardized FAO-LCCS land cover mapping in heterogeneous tree savannas of West Africa Journal of Arid Environments 74 9 1083 1091 10.1016/j.jaridenv.2010.03.012 10.1016/j.jaridenv. 2010.03.012
    • (2010) Journal of Arid Environments , vol.74 , Issue.9 , pp. 1083-1091
    • Cord, A.1    Conrad, C.2    Schmidt, M.3    Dech, S.4
  • 7
    • 0034100869 scopus 로고    scopus 로고
    • A new global 1-km dataset of percentage tree cover derived from remote sensing
    • DOI 10.1046/j.1365-2486.2000.00296.x
    • R DeFries M Hansen J Townsend A Janetos T Loveland 2000 A new global 1-km dataset of percentage tree cover derived from remote sensing Global Change Biology 6 247 254 10.1046/j.1365-2486.2000.00296.x (Pubitemid 30160164)
    • (2000) Global Change Biology , vol.6 , Issue.2 , pp. 247-254
    • DeFries, R.S.1    Hansen, M.C.2    Townshend, J.R.G.3    Janetos, A.C.4    Loveland, T.R.5
  • 8
    • 0003636591 scopus 로고    scopus 로고
    • Land cover classification system
    • Software version 2 2nd ed., FAO, Environment and Natural Resources Series number 8, Rome
    • Di Gregorio, A. (2005). Land cover classification system. Classification concepts and user manual. Software version 2 2nd ed., FAO, Environment and Natural Resources Series number 8, Rome.
    • (2005) Classification Concepts and User Manual
    • Di Gregorio, A.1
  • 9
    • 0000096438 scopus 로고
    • A broad-scale structural classification of vegetation for practical purposes
    • D Edwards 1983 A broad-scale structural classification of vegetation for practical purposes Bothalia 14 705 712
    • (1983) Bothalia , vol.14 , pp. 705-712
    • Edwards, D.1
  • 10
    • 79954760693 scopus 로고    scopus 로고
    • Advanced Database Gateway (ADG)
    • FAO Retrieved from
    • FAO (2009). Advanced Database Gateway (ADG). Glaobal Land Cover Network (p. 1). Retrieved from http://www.glcn.org/sof-4-en.jsp.
    • (2009) Glaobal Land Cover Network , pp. 1
  • 11
    • 2542446633 scopus 로고    scopus 로고
    • A new land-cover map of Africa for the year 2000
    • DOI 10.1111/j.1365-2699.2004.01073.x
    • S Fritz A Belward P Mayaux E Bartholome 2004 A new land-cover map of Africa for the year 2000 Journal of Biogeography 31 861 877 10.1111/j.1365-2699. 2004.01073.x (Pubitemid 38681828)
    • (2004) Journal of Biogeography , vol.31 , Issue.6 , pp. 861-877
    • Mayaux, P.1    Bartholome, E.2    Fritz, S.3    Belward, A.4
  • 12
    • 0002447506 scopus 로고    scopus 로고
    • CIFOR, Jakarta. Retrieved from Accessed25October2009
    • Frost, P. (1996). The ecology of miombo woodlands (Africa), CIFOR, Jakarta. Retrieved from http://www.fao.org/agris/search/display.do?f=./1998/ v2402/Q11997000079.xml;Q11997000079. Accessed 25 October 2009.
    • (1996) The Ecology of Miombo Woodlands (Africa)
    • Frost, P.1
  • 14
    • 79954677130 scopus 로고    scopus 로고
    • Global land cover facility
    • GLCF Accessed19July2007
    • GLCF (2007). Global land cover facility. Landsat Imagery. http://glcf.umiacs.umd.edu/data/landsat/. Accessed 19 July 2007.
    • (2007) Landsat Imagery
  • 15
    • 63649108186 scopus 로고    scopus 로고
    • Estimating fractional cover of photosynthetic vegetation, non-photosynthetic vegetation and bare soil in the Australian tropical savanna region upscaling the EO-1 Hyperion and MODIS sensors
    • 10.1016/j.rse.2009.01.006
    • JP Guerschman MJ Hill LJ Renzullo DJ Barrett, et al. 2009 Estimating fractional cover of photosynthetic vegetation, non-photosynthetic vegetation and bare soil in the Australian tropical savanna region upscaling the EO-1 Hyperion and MODIS sensors Remote Sensing of Environment 113 5 928 945 10.1016/j.rse.2009.01.006
    • (2009) Remote Sensing of Environment , vol.113 , Issue.5 , pp. 928-945
    • Guerschman, J.P.1    Hill, M.J.2    Renzullo, L.J.3    Barrett, D.J.4
  • 17
    • 0036846098 scopus 로고    scopus 로고
    • Towards an operational MODIS continuous field of percent tree cover algorithm: Examples using AVHRR and MODIS data
    • DOI 10.1016/S0034-4257(02)00079-2, PII S0034425702000792
    • C Hansen S Defries G Townshend R Sohlberg, et al. 2002 Towards an operational MODIS continuous field of percent tree cover algorithm: Examples using AVHRR and MODIS data Remote Sensing of Environment 83 303 319 10.1016/S0034-4257(02)00079-2 (Pubitemid 35307475)
    • (2002) Remote Sensing of Environment , vol.83 , Issue.1-2 , pp. 303-319
    • Hansen, M.C.1    DeFries, R.S.2    Townshend, J.R.G.3    Sohlberg, R.4    Dimiceli, C.5    Carroll, M.6
  • 18
    • 0242494415 scopus 로고    scopus 로고
    • Global percent tree cover at a spatial resolution of 500 meters: First results of the MODIS vegetation continuous fields algorithm
    • 10.1175/1087-3562(2003)007<0001:GPTCAA>2.0.CO;2
    • MC Hansen RS Defries JR Townshend M Carroll, et al. 2003 Global percent tree cover at a spatial resolution of 500 meters: First results of the MODIS vegetation continuous fields algorithm Earth Interactions 7 10 1 14 10.1175/1087-3562(2003)007<0001:GPTCAA>2.0.CO;2
    • (2003) Earth Interactions , vol.7 , Issue.10 , pp. 1-14
    • Hansen, M.C.1    Defries, R.S.2    Townshend, J.R.3    Carroll, M.4
  • 19
    • 41249085127 scopus 로고    scopus 로고
    • Some challenges in global land cover mapping: An assessment of agreement and accuracy in existing 1 km datasets
    • 10.1016/j.rse.2007.11.013
    • M Herold P Mayaux C Woodcock A Baccini C Schmullius 2008 Some challenges in global land cover mapping: An assessment of agreement and accuracy in existing 1 km datasets Remote Sensing of Environment 112 5 2538 2556 10.1016/j.rse.2007.11.013
    • (2008) Remote Sensing of Environment , vol.112 , Issue.5 , pp. 2538-2556
    • Herold, M.1    Mayaux, P.2    Woodcock, C.3    Baccini, A.4    Schmullius, C.5
  • 20
    • 69749108164 scopus 로고    scopus 로고
    • The transformation of earth-system observations into information of socio-economic value in GEOSS
    • 10.1256/qj.05.181
    • A Hollingsworth S Uppala E Klinker D Burridge, et al. 2005 The transformation of earth-system observations into information of socio-economic value in GEOSS Quarterly Journal of the Royal Meteorological Society 131 613 3493 3512 10.1256/qj.05.181
    • (2005) Quarterly Journal of the Royal Meteorological Society , vol.131 , Issue.613 , pp. 3493-3512
    • Hollingsworth, A.1    Uppala, S.2    Klinker, E.3    Burridge, D.4
  • 21
    • 0036846393 scopus 로고    scopus 로고
    • Overview of the radiometric and biophysical performance of the MODIS vegetation indices
    • DOI 10.1016/S0034-4257(02)00096-2, PII S0034425702000962
    • A Huete K Didan T Miura P Rodriguez, et al. 2002 Overview of the radiometric and biophysical performance of the MODIS vegetation indices Remote Sensing of Environment 83 195 213 10.1016/S0034-4257(02)00096-2 (Pubitemid 35307469)
    • (2002) Remote Sensing of Environment , vol.83 , Issue.1-2 , pp. 195-213
    • Huete, A.1    Didan, K.2    Miura, T.3    Rodriguez, E.P.4    Gao, X.5    Ferreira, L.G.6
  • 22
    • 79954739964 scopus 로고    scopus 로고
    • On the suitability of MODIS time series metrics to map vegetation types in dry savanna ecosystems: A case study in the Kalahari of NE Namibia
    • 10.3390/rs1040620
    • C Hüttich U Gessner M Herold BJ Strohbach, et al. 2009 On the suitability of MODIS time series metrics to map vegetation types in dry savanna ecosystems: A case study in the Kalahari of NE Namibia Remote Sensing 1 4 620 643 10.3390/rs1040620
    • (2009) Remote Sensing , vol.1 , Issue.4 , pp. 620-643
    • Hüttich, C.1    Gessner, U.2    Herold, M.3    Strohbach, B.J.4
  • 23
    • 0036713916 scopus 로고    scopus 로고
    • Parametric land cover and land-use classifications as tools for environmental change detection
    • DOI 10.1016/S0167-8809(01)00243-2, PII S0167880901002432
    • LJ Jansen AD Gregorio 2002 Parametric land cover and land-use classi cations as tools for environmental change detection Environment, Journal of Applied Remote Sensing 91 89 100 (Pubitemid 35028750)
    • (2002) Agriculture, Ecosystems and Environment , vol.91 , Issue.1-3 , pp. 89-100
    • Jansen, L.J.M.1    Gregorio, A.D.2
  • 24
    • 33645961267 scopus 로고    scopus 로고
    • Exploiting synergies of global land cover products for carbon cycle modeling
    • 10.1016/j.rse.2006.01.020
    • M Jung K Henkel M Herold G Churkina 2006 Exploiting synergies of global land cover products for carbon cycle modeling Remote Sensing of Environment 101 4 534 553 10.1016/j.rse.2006.01.020
    • (2006) Remote Sensing of Environment , vol.101 , Issue.4 , pp. 534-553
    • Jung, M.1    Henkel, K.2    Herold, M.3    Churkina, G.4
  • 26
    • 0010269587 scopus 로고    scopus 로고
    • Accessed17May2009
    • Landgrebe, D., & Biehl, L. (2001). An introduction to MultiSpec (pp. 1-171). http://cobweb.ecn.purdue.edu/~biehl/MultiSpec/Intro5-01.pdf. Accessed 17 May 2009.
    • (2001) An Introduction to MultiSpec , pp. 1-171
    • Landgrebe, D.1    Biehl, L.2
  • 27
    • 0842327845 scopus 로고    scopus 로고
    • Land cover mapping of North and Central America - Global Land Cover 2000
    • DOI 10.1016/j.rse.2003.11.002
    • R Latifovic 2004 Land cover mapping of North and Central America-Global Land Cover 2000 Remote Sensing of Environment 89 1 116 127 10.1016/j.rse.2003. 11.002 (Pubitemid 38178928)
    • (2004) Remote Sensing of Environment , vol.89 , Issue.1 , pp. 116-127
    • Latifovic, R.1    Zhu, Z.-L.2    Cihlar, J.3    Giri, C.4    Olthof, I.5
  • 28
    • 79954671813 scopus 로고    scopus 로고
    • North America land cover summit
    • J. Campbell, K. Jones, J. Smith, & M. Koeppe (Eds.) Washington
    • Loveland, T. (2008). North America land cover summit. In J. Campbell, K. Jones, J. Smith, & M. Koeppe (Eds.), Association of American Geographers. Washington.
    • (2008) Association of American Geographers
    • Loveland, T.1
  • 31
    • 41449085690 scopus 로고    scopus 로고
    • Earth observations for terrestrial biodiversity and ecosystems
    • 10.1016/j.rse.2008.01.003
    • D Muchoney 2008 Earth observations for terrestrial biodiversity and ecosystems Remote Sensing of Environment 112 5 1909 1911 10.1016/j.rse.2008.01. 003
    • (2008) Remote Sensing of Environment , vol.112 , Issue.5 , pp. 1909-1911
    • Muchoney, D.1
  • 32
    • 0035882583 scopus 로고    scopus 로고
    • Review article. Using remote sensing to assess biodiversity
    • H Nagendra 2001 Using remote sensing to assess biodiversity International Journal of Remote Sensing 22 12 2377 2400 10.1080/01431160117096 (Pubitemid 32621037)
    • (2001) International Journal of Remote Sensing , vol.22 , Issue.12 , pp. 2377-2400
    • Nagendra, H.1
  • 33
    • 36248959683 scopus 로고    scopus 로고
    • Comparative assessment of CORINE2000 and GLC2000: Spatial analysis of land cover data for Europe
    • DOI 10.1016/j.jag.2007.02.004, PII S0303243407000141
    • K Neumann M Herold A Hartley C Schmullius 2007 Comparative assessment of CORINE2000 and GLC2000: Spatial analysis of land cover data for Europe International Journal of Applied Earth Observation and Geoinformation 9 4 425 437 10.1016/j.jag.2007.02.004 (Pubitemid 350124095)
    • (2007) International Journal of Applied Earth Observation and Geoinformation , vol.9 , Issue.4 , pp. 425-437
    • Neumann, K.1    Herold, M.2    Hartley, A.3    Schmullius, C.4
  • 35
    • 33644641584 scopus 로고    scopus 로고
    • Towards the global monitoring of biodiversity change
    • DOI 10.1016/j.tree.2005.10.015, PII S016953470500337X
    • HM Pereira HD Cooper 2006 Towards the global monitoring of biodiversity change Trends in Ecology & Evolution 21 3 123 139 10.1016/j.tree.2005.10.015 (Pubitemid 43327285)
    • (2006) Trends in Ecology and Evolution , vol.21 , Issue.3 , pp. 123-129
    • Pereira, H.M.1    David Cooper, H.2
  • 37
    • 0028976636 scopus 로고
    • A remote sensing based vegetation classification logic for global land cover analysis
    • 10.1016/0034-4257(94)00063-S
    • S Running T Loveland L Pierce R Nemany E Hunt 1995 A remote sensing based vegetation classification logic for global land cover analysis Remote Sensing of Environment 51 39 48 10.1016/0034-4257(94)00063-S
    • (1995) Remote Sensing of Environment , vol.51 , pp. 39-48
    • Running, S.1    Loveland, T.2    Pierce, L.3    Nemany, R.4    Hunt, E.5
  • 38
    • 0036787088 scopus 로고    scopus 로고
    • Determining land surface fractional cover from NDVI and rainfall time series for a savanna ecosystem
    • 10.1016/S0034-4257(02)00054-8
    • TM Scanlon JD Albertson KK Caylor CA Williams 2002 Determining land surface fractional cover from NDVI and rainfall time series for a savanna ecosystem Remote Sensing of Environment 82 376 388 10.1016/S0034-4257(02)00054-8
    • (2002) Remote Sensing of Environment , vol.82 , pp. 376-388
    • Scanlon, T.M.1    Albertson, J.D.2    Caylor, K.K.3    Williams, C.A.4
  • 39
    • 14544291017 scopus 로고    scopus 로고
    • A biodiversity intactness index
    • DOI 10.1038/nature03289
    • R Scholes R Biggs 2005 A biodiversity intactness index Nature 434 45 49 10.1038/nature03289 1:CAS:528:DC%2BD2MXhslClsLw%3D (Pubitemid 40349378)
    • (2005) Nature , vol.434 , Issue.7029 , pp. 45-49
    • Scholes, R.J.1    Biggs, R.2
  • 40
    • 1842683875 scopus 로고    scopus 로고
    • Canopy structure in savannas along a moisture gradient on Kalahari sands
    • DOI 10.1046/j.1365-2486.2003.00703.x
    • R Scholes P Frost Y Tian 2004 Canopy structure in savannas along a moisture gradient on Kalahari sands Global Change Biology 10 292 302 10.1046/j.1365-2486.2003.00703.x (Pubitemid 38463994)
    • (2004) Global Change Biology , vol.10 , Issue.3 , pp. 292-302
    • Scholes, R.J.1    Frost, P.G.H.2    Tian, Y.3
  • 41
    • 50149097341 scopus 로고    scopus 로고
    • Toward a global biodiversity observing system
    • 10.1126/science.1162055 1:CAS:528:DC%2BD1cXhtVKgsbvN
    • RJ Scholes GM Mace W Turner GN Geller, et al. 2008 Toward a global biodiversity observing system Science 321 5892 1044 1045 10.1126/science.1162055 1:CAS:528:DC%2BD1cXhtVKgsbvN
    • (2008) Science , vol.321 , Issue.5892 , pp. 1044-1045
    • Scholes, R.J.1    MacE, G.M.2    Turner, W.3    Geller, G.N.4
  • 42
    • 26944458854 scopus 로고    scopus 로고
    • Land cover assessment with MODIS imagery in southern African Miombo ecosystems
    • DOI 10.1016/j.rse.2005.08.009, PII S0034425705002658
    • F Sedano P Gong M Ferrao 2005 Land cover assessment with MODIS imagery in southern African Miombo ecosystems Remote Sensing of Environment 98 4 429 441 10.1016/j.rse.2005.08.009 (Pubitemid 41484101)
    • (2005) Remote Sensing of Environment , vol.98 , Issue.4 , pp. 429-441
    • Sedano, F.1    Gong, P.2    Ferrao, M.3
  • 45
    • 0029668316 scopus 로고    scopus 로고
    • A standard land-cover classification scheme for remote-sensing applications in South Africa
    • M Thompson 1996 A standard land-cover classification scheme for remote-sensing applications in South Africa South African Journal of Science 92 34 42 (Pubitemid 2619868)
    • (1996) South African Journal of Science , vol.92 , Issue.1 , pp. 34-42
    • Thompson, M.1
  • 46
    • 0032194558 scopus 로고    scopus 로고
    • Monitoring vegetation dynamics in semi-arid African rangelands: Use and limitations of Earth observation data to characterize vegetation structure
    • DOI 10.1016/S0143-6228(98)00024-1, PII S0143622898000241
    • NM Trodd AJ Dougill 1998 Monitoring vegetation dynamics in semi-arid African rangelands Applied Geography 18 4 315 330 10.1016/S0143-6228(98)00024-1 (Pubitemid 29081803)
    • (1998) Applied Geography , vol.18 , Issue.4 , pp. 315-330
    • Trodd, N.M.1    Dougill, A.J.2
  • 48
    • 38649120235 scopus 로고    scopus 로고
    • Woody vegetation cover in Namibian savannahs: A modelling approach based on remote sensing
    • DOI 10.3112/erdkunde.2007.04.03
    • H Wagenseil C Samimi 2007 Woody vegetation cover in Namibian savannahs: A modelling approach based on remote sensing Erdkunde 61 4 325 334 10.3112/erdkunde.2007.04.03 (Pubitemid 351166700)
    • (2007) Erdkunde , vol.61 , Issue.4 , pp. 325-334
    • Wagenseil, H.1    Samimi, C.2


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