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Original Articles

Mapping percentage tree cover from Envisat MERIS data using linear and nonlinear techniques

, &
Pages 4747-4766 | Received 07 Aug 2007, Accepted 15 Jan 2008, Published online: 07 Sep 2009

References

  • Arino , O. , Leroy , M. , Ranera , F. , Gross , D. , Bicheron , P. , Nino , F. , Brockman , C. , Defourny , F. , Vancutsem , C. , Achard , A. , Durieux , L. , Bourg , L. , Latham , J. , DI Gregorio , A. , Witt , R. , Herold , M. , Sambale , J. , Plummer , S. , Weber , J. L. , Goryl , P. and Houghton , N. 2007 . “ The Globcover initiative ” . In Proceedings of the Envisat Symposium 2007 , Switzerland : Montreux . 23–27 April 2007, European Space Agency (ESA SP-636 July 2007
  • Atkinson , P. M. and Tatnall , A. R.L. 1997 . Introduction: neural networks in remote sensing . International Journal of Remote Sensing , 18 : 699 – 709 .
  • Berberoglu , S. , Lloyd , C. D. , Atkinson , P. M. and Curran , P. J. 2000 . The integration of spectral and texture information using neural networks for land cover mapping in the Mediterranean . Computers and Geosciences , 26 : 385 – 396 .
  • Bishop , C. M. 1995 . Neural Networks for Pattern Recognition , Oxford : Oxford University Press .
  • Breiman , L. , Friedman , J. , Olshen , R. and Stone , C. 1984 . Classification and Regression Trees , Belmont, CA : Wadsworth International Group .
  • Dash , J. and Curran , P. J. 2004 . The MERIS terrestrial chlorophyll index . International Journal of Remote Sensing , 25 : 5403 – 5413 .
  • Davis , P. H. 1965 . Flora of Turkey and the East Aegean Islands , Vol. 1–9 , Edinburgh : Edinburgh University Press .
  • De'ath , G. and Fabricius , K. E. 2000 . Classification and regression trees: a powerful yet simple technique for ecological data analysis . Ecology , 81 : 3178 – 3198 .
  • Defries , R. S. , Hansen , M. C. and Townshend , J. R.G. 2000 . Global continuous fields of vegetation characteristics: a linear mixture model applied to multi-year 8 km AVHRR data . International Journal of Remote Sensing , 21 : 1389 – 1414 .
  • De Jong , S. M. and Burrough , P. A. 1995 . A fractal approach to the classification of Mediterranean vegetation types in remotely sensed images . Photogrammetric Engineering and Remote Sensing , 61 : 1041 – 1053 .
  • Drake , N. A. 1990 . Mapping and monitoring surficial materials, processes and landform in Southern Tunisia using remote sensing , Reading, , UK : PhD dissertation, University of Reading .
  • Graetz , R. D. 1990 . “ Remote sensing of terrestrial structure: an ecologist's pragmatic view ” . In Remote Sensing of Biosphere Functioning , Edited by: Hobbs , R. J. and Mooney , H. A. Vol. 79 , 5 – 30 . New York : Springer Verlag . Ecological Studies
  • Hansen , M. C. , DeFries , R. S. , Townshend , J. R.G. , Carroll , M. , Dimiceli , C. and Sohlberg , R. A. 2003 . Global percent tree cover at a spatial resolution of 500 metres: first results of the MODIS vegetation continuous fields algorithm . Earth Interactions , 7 : 1 – 15 .
  • Hansen , M. C. , DeFries , R. S. , Townshend , J. R.G. and Sohlberg , R. A. 2000 . Global land cover classification at 1 km spatial resolution using a classification tree approach . International Journal of Remote Sensing , 21 : 1331 – 1364 .
  • Hansen , M. C. , DeFries , R. S. , Townshend , J. R.G. , Sohlberg , R. A. , DiMiceli , C. and Carroll , M. 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 .
  • Hansen , M. C. , Townshend , J. R.G. , DeFries , R. S. and Carroll , M. 2005 . Estimation of tree cover using MODIS data at global, continental and regional/local scales . International Journal of Remote Sensing , 26 : 4359 – 4380 .
  • Helsel , D. R. and Hirsch , R. M. 1992 . Statistical Methods in Water Resources , Amsterdam, , The Netherlands : Elsevier Science Publishers .
  • Herold , N. D. , Koeln , G. and Cunnigham , D. . Mapping impervious surfaces and forest canopy using classification and regress tree (CART) analysis . Proceedings of the American Society for Photogrammetry and Remote Sensing . Anchorage, Alaska.
  • Huang , C. and Townshend , J. R.G. 2003 . A stepwise regression tree for nonlinear approximation: applications to estimating sub-pixel land cover . International Journal of Remote Sensing , 24 : 75 – 90 .
  • Insightful Corp . 2001 . S-Plus 6.2. Guide to Statistics, Volume 2 , Seattle, Washington : Insightful Corporation .
  • Iverson , L. R. , Cook , E. A. and Graham , R. L. 1989 . A technique for extrapolating and validating forest cover across large regions: calibrating AVHRR data with TM data . International Journal of Remote Sensing , 10 : 1805 – 1812 .
  • Kohonen , T. 1988 . An introduction to neural computing . Neural Networks , 1 : 3 – 6 .
  • Koppen , W. 1931 . Principles of Climatology (Grundriss der Klimakunde) , Berlin: Walter de Gruyter & Co .
  • Liu , W. and Wu , E. Y. 2005 . Comparison of non-linear mixture models: sub-pixel classification . Remote Sensing of Environment , 94 : 145 – 154 .
  • Pal , M. and Mather , P. M. 2003 . An assessment of the effectiveness of decision tree methods for land cover classification . Remote Sensing of Environment , 86 : 554 – 565 .
  • Paola , J. D. and Schowengerdt , R. A. 1997 . The effect of neural network structure on a multispectral land use/land cover classification . Photogrammetric Engineering and Remote Sensing , 63 : 535 – 544 .
  • Prince , S. D. and Steininger , M. K. 1999 . Biophysical stratification of the Amazon Basin . Global Change Biology , 5 : 1 – 22 .
  • Quilan, R., 2002, An Overview of Cubist. Available online at www.rulequest.com/cubist-win.html (Accessed: July 2002 ).
  • Rokhmatuloh , R. , Al-Bilbisi , H. , Arihara , K. , Kobayashi , T. , Nitto , D. , Erdene , B. , Hirabayashi , K. , Javzandulam , T. A. , Lee , S. A. , Migita , E. , Soliman , N. , Ouma , Y. , Aslam , M. and Tateishi , R. 13–14 December 2005 2005 . “ Application of regression tree method for estimating percent tree cover of Asia with QuickBird images as training data ” . In The 11th CEReS International Symposium on Remote Sensing , 13–14 December 2005 , Japan : Chiba University .
  • Rumelhart , D. E. , Hinton , G. E. and Williams , R. J. 1986 . “ Learning internal representations by error propagation ” . In Parallel Distributed Processing: Explorations in the Microstructure of Cognition, Volume 1: Foundations , Edited by: Rumelhart , D. E. and McClelland , J. L. 318 – 362 . Cambridge, MA : The MIT Press .
  • Running , S. W. , Loveland , T. R. , Pierce , L. L. , Nemani , R. R. and Hunt , E. R. 1995 . A remote sensing based vegetation classification logic for global land cover analysis . Remote Sensing of Environment , 51 : 39 – 48 .
  • Sá , A. C.L. , Pereira , J. M.C. , Vasconcelos , M. J.P. , Silva , J. M.N. , Ribeiro , N. and Awasse , A. 2003 . Assessing the feasibility of sub-pixel burned area mapping in Miombo woodlands of northern Mozambique using MODIS imagery . International Journal of Remote Sensing , 24 : 1783 – 1796 .
  • Soil Survey Staff . 1998 . Keys to Soil Taxonomy , Washington, DC : US Government Printing Office . USDA-NRCS
  • TSMS . 2005 . Climate Data, 1960–2000 , Adana : Regional Directorate of State Meteorological Service, Turkish State Meteorological Service .
  • Verbyla , D. L. 1987 . Classification trees: a new discrimination tool . Canadian Journal of Forest Research , 17 : 1150 – 1152 .
  • Verstraete , M. M. , Pinty , B. and Curran , P. J. 1999 . MERIS potential for land application . International Journal of Remote Sensing , 20 : 1747 – 1756 .
  • Weiss, M., Baret, F., Pavageau, K., Béal, D., Berthelot, B., Regner, P., 2006, Algorithm Theoretical Basis Document for MERIS Top of Atmosphere Land Products (TOA_VEG), Version 3. Contract ESA AO/1-4233/02/I-LG. Available online at: http://www.brockmann-consult.de/beam/.
  • Zhu , Z. and Evans , D. L. 1994 . U.S. forest types and predicted percent forest cover from AVHRR data . Photogrammetric Engineering and Remote Sensing , 60 : 525 – 531 .

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