480
Views
60
CrossRef citations to date
0
Altmetric
Original Articles

A comparison of two spectral mixture modelling approaches for impervious surface mapping in urban areas

, &
Pages 4785-4806 | Received 23 Mar 2007, Accepted 31 Jan 2008, Published online: 07 Sep 2009

References

  • Adams , J. B. , Sabol , D. E. , Kapos , V. , Filho , R. A. , Roberts , D. A. , Smith , M. O. and Gillespie , A. R. 1995 . Classification of multispectral images based on fractions of endmembers: application to land cover change in the Brazilian Amazon . Remote Sensing of Environment , 52 : 137 – 154 .
  • Adams , J. B. , Smith , M. O. and Johnson , P. E. 1986 . Spectral mixture modelling: a new analysis of rock and soil types at the Viking 1 Lander site . Journal of Geophysical Research , 91 : 8098 – 8112 .
  • Arnold , C. A. Jr. and Gibbons , C. J. 1996 . Impervious surface coverage: the emergence of a key urban environmental indicator . Journal of the American Planning Association , 62 : 243 – 258 .
  • Atkinson , P. , Cutler , M. and Lewis , H. 1997 . Mapping sub-pixel proportional land cover with AVHRR imagery . International Journal of Remote Sensing , 18 : 917 – 935 .
  • Barr , S. L. and Barnsley , M. J. 2000 . Reducing structural clutter in land cover classifications of high spatial resolution remotely-sensed images for urban land use mapping . Computers and Geosciences , 26 : 433 – 449 .
  • Cain, A., 2004, The usefulness of impervious cover mapping and analysis based on pre-existing classified land use datasets. In Proceedings of the 2004 IMAGIN Annual Conference, East Lansing, MI, USA. Available online at www.imagin.org/awards/sp2004/Cain.pdf (Accessed: 30 July 2007 ).
  • Carpenter , G. , Gopal , S. , Macomber , S. , Martens , S. and Woodcock , C. 1999 . A neural network method for mixture estimation for vegetation mapping . Remote Sensing of Environment , 70 : 138 – 152 .
  • Cohen , J. 1960 . A coefficient of agreement for nominal scales . Educational and Psychological Measurement , 20 : 37 – 46 .
  • DeFries , R. , Townshend , J. and Hansen , M. 1999 . Continuous fields of vegetation characteristics at the global scale at 1km resolution . Journal of Geophysical Research , 104 : 16911 – 16923 .
  • Flanagan , M. and Civco , D. L. . Subpixel impervious surface mapping . Proceedings of the ASPRS 2001 Annual Conference . Bethesda, MD. April , pp. 23 – 27 . St Louis, MO : American Society for Photogrammetry and Remote Sensing . CD-ROM
  • FOD Economie, KMO, Middenstand en Energie, 2007, Key figures of the Brussels Capital Region. Available online at www.briobrussel.be/assets/statistieken/com_gem_04000_nl.pdf (Accessed: 2 August 2007 ).
  • Foody , G. M. 1996 . Approaches for the production and evaluation of fuzzy land cover classifications from remotely sensed data . International Journal of Remote Sensing , 17 : 1317 – 1340 .
  • Foody , G. M. , Lucas , R. M. , Curran , P. J. and Honzak , M. 1997 . Non-linear mixture modeling without end-members using an artificial neural network . International Journal of Remote Sensing , 18 : 937 – 953 .
  • Heinz , D. C. and Chang , C. I. 2001 . Fully constrained least squares linear spectral mixture analysis method for material quantification in hyperspectral imagery . IEEE Transactions on Geoscience and Remote Sensing , 39 : 529 – 545 .
  • Herold , M. , Roberts , D. A. , Gardner , M. E. and Dennison , P. E. 2004 . Spectrometry for urban area remote sensing – development and analysis of a spectral library from 350 to 2400 nm . Remote Sensing of Environment , 91 : 304 – 319 .
  • Hudson , W. 1987 . Correct formulation of the Kappa coefficient . Photogrammetric Engineering and Remote Sensing , 53 : 421 – 422 .
  • Irish, R.R., 1998, Landsat 7 Science Data User's Handbook (Greenbelt, MD: National Aeronautics and Space Administration, Goddard Space Flight Center). Available online at http://landsathandbook.gsfc.nasa.gov/handbook/handbook_toc.html (Accessed: 30 July 2007 ).
  • Ji , M. and Jensen , J. R. 1999 . Effectiveness of subpixel analysis in detecting and quantifying urban imperviousness from Landsat Thematic Mapper imagery . Geocarto International , 14 : 33 – 41 .
  • Johnson , P. E. , Smith , M. O. , Taylor-George , S. and Adams , J. B. 1983 . A semi-empirical method for analysis of the reflectance spectra for binary mineral mixtures . Journal of Geophysical Research , 88 : 3557 – 3561 .
  • Lee , S. and Lathrop , R. G. 2006 . Subpixel analysis of Landsat ETM+ using self-organizing map (SOM) neural networks for urban land cover characterization . IEEE Transactions on Geoscience and Remote Sensing , 44 : 1642 – 1654 .
  • Liu , W. , Seto , K. , Gopal , S. and Woodcock , C. 2004 . ART-MMAP: a neural network approach to subpixel classification . IEEE Transactions on Geoscience and Remote Sensing , 42 : 1976 – 1983 .
  • Liu , W. and Wu , E. Y. 2005 . Comparison of non-linear mixture models: sub-pixel classification . Remote Sensing of Environment , 94 : 145 – 154 .
  • Murphy , D. L. 1985 . Estimating neighborhood variability with a binary comparison matrix . Photogrammetric Engineering and Remote Sensing , 51 : 667 – 674 .
  • NeuralWare . 2007 . NeuralWorks Predict: The Complete Solution for Neural Data Modeling – User Guide , Carnegie, PA : NeuralWare .
  • Phinn , S. , Stanford , M. , Scarth , P. , Murray , A. T. and Shyy , T. 2002 . Monitoring the composition and form of urban environments based on the vegetation–impervious surface–soil (VIS) model by sub-pixel analysis techniques . International Journal of Remote Sensing , 23 : 4131 – 4153 .
  • Prisloe , M. , Gianotti , L. and Sleavin , W. 2000 . Determining impervious surfaces for watershed modeling applications . Proceedings of the 8th National Nonpoint Source Monitoring Workshop , : 10 – 14 . September 2000, Hartford, Connecticut Available online at: http://nemo.uconn.edu/tools/publications/geospatial_pubs/impervious_surfaces_for_watersheds.doc (accessed 5 July 2009).
  • Schueler , T. R. 1994 . The importance of imperviousness . Watershed Protection Techniques , 1 : 100 – 110 .
  • Settle , J. J. and Drake , N. A. 1993 . Linear mixing and the estimation of ground cover proportions . International Journal of Remote Sensing , 14 : 1159 – 1177 .
  • Sleavin , W. J. , Civco , D. L. , Prisloe , S. and Gianotti , L. . Measuring impervious surfaces for nonpoint source pollution modeling . Proceedings of the ASPRS 2000 Annual Conference . Bathesda, MD. April , pp. 22 – 26 . Washington, DC : American Society for Photogrammetry and Remote Sensing . CD-ROM
  • Slonecker , E. T. , Jennings , D. B. and Garofalo , D. 2001 . Remote sensing of impervious surfaces: a review . Remote Sensing Reviews , 20 : 227 – 255 .
  • Taylor, M., 2005, Ikonos Planetary Reflectance and Mean Solar Exoatmospheric Irradiance (Thornton, CO: Space Imaging Inc.). Available online at http://www.geoeye.com/CorpSite/assets/docs/technical-papers/2009/IKONOS_Esun_Calculations.pdf (Accessed: 6 July 2009 ).
  • van der Meer , F. 1999 . “ Image classification through spectral unmixing ” . In Spatial Statistics for Remote Sensing , Edited by: Stein , A. , van der Meer , F. and Gorte , B. 185 – 193 . Dordrecht, The Netherlands : Kluwer Academic Publishers .
  • van der Meer , F. and De Jong , S. M. 1999 . Improving the results of spectral unmixing of Landsat Thematic Mapper imagery by enhancing the orthogonality of endmembers . International Journal of Remote Sensing , 21 : 2781 – 2797 .
  • Van de Voorde , T. , De Genst , W. and Canters , F. 2007 . Improving pixel-based VHR land-cover classifications of urban areas with post-classification techniques . Photogrammetric Engineering and Remote Sensing , 73 : 1017 – 1027 .
  • Van de Voorde , T. , De Genst , W. , Canters , F. , Stephenne , N. , Wolff , E. and Binard , M. 2004 . “ Extraction of land use/land cover related information from very high resolution data in urban and suburban areas ” . In Remote Sensing in Transition, Proceedings of the 23rd Symposium of the European Association of Remote Sensing Laboratories , Edited by: Goossens , R. 237 – 244 . Rotterdam, , the Netherlands : Millpress . 2–5 June 2003, Ghent, Belgium,
  • Wang , Y. and Zhang , X. 2004 . A SPLIT model for extraction of subpixel impervious surface information . Photogrammetric Engineering and Remote Sensing , 70 : 821 – 828 .
  • Wu , C. 2004 . Normalized spectral mixture analysis for monitoring urban composition using ETM+ imagery . Remote Sensing of Environment , 93 : 480 – 492 .
  • Wu , C. and Murray , A. T. 2003 . Estimating impervious surface distribution by spectral mixture analysis . Remote Sensing of Environment , 84 : 493 – 505 .
  • Yang , L. , Huang , C. , Homer , C. G. , Wylie , B. K. and Coan , M. J. 2003a . An approach for mapping large-area impervious surfaces: synergistic use of Landsat-7 ETM+ and high spatial resolution imagery . Canadian Journal of Remote Sensing , 29 : 230 – 240 .
  • Yang , L. , Xian , G. , Klaver , J. M. and Deal , B. 2003b . Urban land-cover change detection through subpixel impervious surface mapping using remotely sensed data . Photogrammetric Engineering and Remote Sensing , 69 : 1003 – 1010 .

Reprints and Corporate Permissions

Please note: Selecting permissions does not provide access to the full text of the article, please see our help page How do I view content?

To request a reprint or corporate permissions for this article, please click on the relevant link below:

Academic Permissions

Please note: Selecting permissions does not provide access to the full text of the article, please see our help page How do I view content?

Obtain permissions instantly via Rightslink by clicking on the button below:

If you are unable to obtain permissions via Rightslink, please complete and submit this Permissions form. For more information, please visit our Permissions help page.