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Research Papers

Integrating remote sensing and geostatistics to estimate woody vegetation in an African savanna

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Pages 305-322 | Published online: 24 Jul 2013

References

  • Atkinson , P.M. , Webster , R. and Curran , P.J. 1992 . Cokriging with ground-based radiometry . Remote Sensing of Environment , 41 ( 1 ) : 45 – 60 .
  • Atkinson , P.M. 1993 . The effect of spatial resolution on the experimental variogram of airborne MSS imagery . International Journal of Remote Sensing , 14 ( 5 ) : 1005 – 1011 .
  • Atkinson , P.M. , Webster , R. and Curran , P.J. 1994 . Cokriging with airborne mss imagery . Remote Sensing of Environment , 50 ( 3 ) : 335 – 345 .
  • Azzali , S. and Menenti , M. 2000 . Mapping vegetation-soil-climate complexes in southern Africa using temporal Fourier analysis of NOAA-AVHRR NDVI data . International Journal of Remote Sensing , 21 ( 5 ) : 973 – 996 .
  • Buyantuyev , A. , Wu , J. and Gries , C. 2007 . Estimating vegetation cover in an urban environment based on Landsat ETM+ imagery: a case study in Phoenix, USA . International Journal of Remote Sensing , 28 ( 2 ) : 269 – 291 .
  • Cohen , W.B. , Maiersperger , T.K. , Gower , S.T. and Turner , D.P. 2003 . An improved strategy for regression of biophysical variables and Landsat ETM+ data . Remote Sensing of Environment , 84 ( 4 ) : 561 – 571 .
  • Coops , N. and Culvenor , D. 2000 . Utilizing local variance of simulated high spatial resolution imagery to predict spatial pattern of forest stands . Remote Sensing of Environment , 71 ( 3 ) : 248 – 260 .
  • Couteron , P. 2002 . Quantifying change in patterned semi-arid vegetation by Fourier analysis of digitized aerial photographs . International Journal of Remote Sensing , 23 ( 17 ) : 3407 – 3425 .
  • Cowen , D.J. , Jenson , J.R. and Hodgson , M. 1999 . “ State of knowledge on GIS databases and land use/cover patterns: South Carolina ” . In Land Use-Coastal Ecosystem Study University of South Carolina, Charleston, South Carolina
  • Curran , P.J. and Atkinson , P.M. 1998 . Geostatistics and remote sensing . Progress in Physical Geograhy , 22 : 61 – 78 .
  • Curran , P.J. , Dungan , J.L. and Peterson , D.L. 2001 . Estimating the foliar biochemical concentration of leaves with reflectance spectrometry: testing the Kokaly and Clark methodologies . Remote Sensing of Environment , 76 ( 3 ) : 349 – 359 .
  • Demisse , G.B. 2006 . “ Spatial distribution of savannah woody species biodiversity in Serowe, Botswana ” . In Forestry for Sustainable Development: Department of Natural Resources , 82 Enschede, NL . International Institute for Geo-Information Science and Earth Observation (ITC)
  • Dye , M. , Mutanga , O. and Ismail , R. 2008 . Detecting the severity of Sirex noctilio (woodwasp) infestation in a pine plantation in KwaZulu-Natal, South Africa using texture measures calculated from high spatial resolution imagery . African Entomology , 16 ( 2 ) : 263 – 275 .
  • Eckhardt , H.C. , Van Wilgen , B.W. and Biggs , H.C. 2000 . Trends in woody vegetation cover in the Kruger National Park, South Africa, between 1940 and 1998 . African Journal of Ecology , 38 ( 2 ) : 108 – 115 .
  • Gertenbach , W.P.D. 1983 . Landscapes of the Kruger National Park . Koedoe – African Protected Area Conservation Science , 26 ( 1 ) : 1 – 121 .
  • Gillson , L. and Duffin , K.I. 2007 . Thresholds of potential concern as benchmarks in the management of African savannahs . Philosophical Transactions of the Royal Society B: Biological Sciences , 362 ( 1478 ) : 309 – 319 .
  • Haralick , R.M. , Shanmugam , K. and Dinstein , I. 1973 . Textural features for image classification . IEEE Transactions on Systems, Man, and Cybernetics, SMC , 3 ( 6 ) : 610 – 621 .
  • Hempson , G.P. , February , E.C. and Verboom , A.G. 2007 . Determinants of savanna vegetation structure: insights from Colophospermum mopane . Austral Ecology , 32 ( 4 ) : 429 – 435 .
  • Hudak , A.T. and Brockett , B.H. 2004 . Mapping fire scars in a southern African Savannah using Landsat imagery . International Journal of Remote Sensing , 25 ( 16 ) : 3231 – 3243 .
  • Hudak , A.T. , Lefsky , M.A. , Cohen , W.B. and Berterretche , M. 2002 . Integration of lidar and Landsat ETM+ data for estimating and mapping forest canopy height . Remote Sensing of Environment , 82 ( 2-3 ) : 397 – 416 .
  • Hudak , A.T. and Wessman , C.A. 1998 . Textural analysis of historical aerial photography to characterize woody plant encroachment in South African savanna . Remote Sensing of Environment , 66 ( 3 ) : 317 – 330 .
  • Hudak , A.T. and Wessman , C.A. 2001 . Textural analysis of high resolution imagery to quantify bush encroachment in Madikwe Game Reserve, South Africa, 1955–1996 . International Journal of Remote Sensing , 22 : 2731 – 2740 .
  • Huete , A.R. and Warrick , A.W. 1990 . Assessment of vegetation and soil water regimes in partial canopies with optical remotely sensed data . Remote Sensing of Environment , 32 ( 2-3 ) : 155 – 167 .
  • Isaaks , E.H. and Srivastava , R.M. 1989 . An Introduction to Applied Geostatistics , New York : Oxford University Press .
  • Jackson , R.D. and Huete , A.R. 1991 . Interpreting vegetation indices . Preventive Veterinary Medicine , 11 ( 3-4 ) : 185 – 200 .
  • Kayitakire , C. , Hamel , C. and Defourny , P. 2006 . Retrieving forest structure variables based on image texture analysis and IKONOS-2 imagery . Remote Sensing of Environment , 102 ( 3-4 ) : 390 – 401 .
  • Khomo , L.M. and Rogers , K.H. 2005 . Proposed mechanism for the origin of sodic patches in Kruger National Park, South Africa . African Journal of Ecology , 43 ( 1 ) : 29 – 34 .
  • Kokaly , R.F. and Clark , R.N. 1999 . Spectroscopic determination of leaf biochemistry using band-depth analysis of absorption features and stepwise multiple linear regression . Remote Sensing of Environment , 67 ( 3 ) : 267 – 287 .
  • Kumar , L. , Schmidt , K.S. , Dury , S. and Skidmore , A.K. 2001 . “ Imaging spectrometry and vegetation science ” . In Imaging Spectrometry , Edited by: van der Meer , F. and de Jong , S.M. 111 – 155 . Dordrecht : Kluwer Academic .
  • Mabunda , D. , Pienaar , D.J. and Verhoef , J. 2003 . “ The Kruger National Park: a century of management and research ” . In The Kruger Experience: Ecology and Management of Savanna Heterogeneity , Edited by: Du Toit , J. , Biggs , H. and Rogers , K. 3 – 21 . London : Island Press .
  • McBratney , A.B. and Webster , R. 1983 . How many observations are needed for regional estimation of soil properties? . Soil Science , 135 ( 3 ) : 177 – 183 .
  • McGarigal , K. , Cushman , S. and Stafford , S. 2000 . Multivariate Statistics for Wildlife and Ecology Research , New York : Springer .
  • McNaughton , S.J. and Banyikwa , F.F. 1995 . “ Plant communities and herbivory ” . In Serengeti II – Dynamics, management, and conservation of an ecosystem , Edited by: Sinclair , A.R.E. and Arcese , P. 49 – 70 . Chicago : Chicago Press .
  • Moskal , L.M. and Franklin , S.E. 2001 . “ Classifying multilayer forest structure and composition using high resolution, compact airborne spectrographic imager and image texture ” . In American Society for Photogrammetry and Remote Sensing Annual Conference St. Louis, MO, April
  • Mueller-Dombois , D. and Ellenberg , V. 1974 . “ The count-plot method and plotless sampling techniques ” . In Aims and Methods of Vegetation Ecology , 96 – 108 . New York : John Wiley & Sons .
  • Murwira , M. and Skidmore , A.K. 2006 . Monitoring change in the spatial heterogeneity of vegetation cover in an African savanna . International Journal of Remote Sensing , 27 ( 11 ) : 2255 – 2269 .
  • Mutanga , O. , Prins , H.H.T. , Skidmore , A.K. , Wieren , H. , Huizing , R. , Grant , M.J.S. , Peel , H. and Biggs , S. 2004 . Explaining grass-nutrient patterns in a savanna rangeland of Southern Africa . Journal of Biogeography , 31 ( 5 ) : 819 – 829 .
  • Mutanga , O. and Rugege , D. 2006 . Integrating remote sensing and spatial statistics to model herbaceous biomass distribution in a tropical savanna . International Journal of Remote Sensing , 27 ( 16 ) : 3499 – 3514 .
  • Mutanga , O. and Skidmore , A.K. 2004 . Narrow band vegetation indices overcome the saturation problem in biomass estimation . International Journal of Remote Sensing , 25 ( 19 ) : 3999 – 4014 .
  • Myint , S.W. and Lam , N. 2005 . A study of lacunarity-based texture analysis approaches to improve urban image classification . Computers, Environment and Urban Systems , 29 ( 5 ) : 501 – 523 .
  • Olsson , K. 1984 . Estimating canopy cover in drylands with Landsat MSS data . Advances in Space Research , 4 ( 11 ) : 161 – 164 .
  • Papritz , A. and Stein , A. 1999 . “ Spatial prediction by linear kriging ” . In Spatial Statistics for Remote Sensing , Edited by: Stein , A. Dordrecht : Kluwer .
  • Rietkerk , M. , van de Koppel , J. , Kumar , L. , van Langevelde , F. and Prins , H.H.T. 2002 . The ecology of scale . Ecological Modelling , 149 ( 1-2 ) : 1 – 4 .
  • RSINC (2007) ENVI Version 4.3. ITT Industries. Colorado
  • Said, M.Y. (2003) Multiscale perspectives of species richness in East Africa. In: PhD thesis ITC-Wageningen University Enschede, The Netherlands
  • Schmidt , K.S. and Skidmore , A.K. 2003 . Spectral discrimination of vegetation types in a coastal wetland . Remote Sensing of Environment , 85 ( 1 ) : 92 – 108 .
  • Serrano , L. , Peñuelas , J. and Ustin , S. 2002 . Remote sensing of nitrogen and lignin in Mediterranean vegetation from AVIRIS data: decomposing biochemical from structural signals . Remote Sensing of Environment , 81 ( 2-3 ) : 355 – 364 .
  • Siska , P.P. and Hung , I.H. 2001 . “ Assessment of kriging accuracy in the GIS environment ” . In The 21st Annual ESRI International User Conference San Diego, CA
  • Skidmore , A.K. , Varekamp , C. , Wilson , I. , Knowles , E. and Delaney , J. 1997 . Remote sensing of soils in a eucalypt forest environment . International Journal of Remote Sensing , 18 ( 1 ) : 39 – 56 .
  • Tucker , C.J. 1979 . Red and photographic infrared linear combinations for monitoring vegetation . Remote Sensing of Environment , 8 ( 2 ) : 127 – 150 .
  • Van Der Meer , F. 1998 . Mapping dolomitization through a co-regionalization of simulated field and image-derived reflectance spectra: a proof-of-concept study . International Journal of Remote Sensing , 19 ( 8 ) : 1615 – 1620 .
  • Venter, F.J. (1990) A classification of land for management planning in the Kruger National Park. In: PhD thesis University of Pretoria, Pretoria
  • Venter , F.J. , Scholes , R.J. and Eckhardt , H. 2003 . “ The abiotic template and its associated vegetation pattern ” . In The Kruger Experience: Ecology and management of savanna heterogeneity , Edited by: Du Toit , J.T. , Rogers , K.H. and Biggs , H. London : Island Press .
  • Webster , R. and Oliver , M.A. 2001 . Geostatistics for Environmental Scientists , Chichester : J. Wiley & Sons .
  • Wessels , K.J. , Prince , S.D. , Zambatis , N. , Macfadyen , S. , Frost , P.E. and Van Zyl , D. 2006 . Relationship between herbaceous biomass and 1-km 2 advanced very high resolution radiometer (AVHRR) NDVI in Kruger national park, South Africa . International Journal of Remote Sensing , 27 ( 5 ) : 951 – 973 .
  • Yang , J. and Prince , S.D. 1997 . A theoretical assessment of the relation between woody canopy cover and red reflectance . Remote Sensing of Environment , 59 ( 3 ) : 428 – 439 .
  • Yang , J. and Prince , S.D. 2000 . Remote sensing of savanna vegetation changes in eastern Zambia 1972–1989 . International Journal of Remote Sensing , 21 ( 2 ) : 301 – 322 .
  • Yuan , X. , King , D.J. and Vlcek , J. 1991 . Sugar maple decline assessment based on spectral and textural analysis of multispectral aerial videography . Remote Sensing of Environment , 37 ( 1 ) : 47 – 54 .

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