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Original Articles

Considering plant phenology for improving the accuracy of urban impervious surface mapping in a subtropical climate regions

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Pages 261-275 | Received 07 Aug 2010, Accepted 05 Apr 2011, Published online: 22 Aug 2011

References

  • Alberti , M. , Weeks , R. and Coe , S. 2004 . Urban land-cover change analysis in central Puget sound . Photogrammetric Engineering & Remote Sensing , 70 : 1043 – 1052 .
  • Arnold , C.L Jr. and Gibbons , C.J. 1996 . Impervious surface coverage: the emergence of a key environmental indicator . Journal of the American Planning Association , 62 : 243 – 258 .
  • Brabec , E. , Schulte , S. and Richards , P.L. 2002 . Impervious surfaces and water quality: a review of current literature and its implications for watershed planning . Journal of Planning Literature , 16 : 499 – 514 .
  • Brezonik , P.L. and Stadelmann , T.H. 2002 . Analysis and predictive models of stormwater runoff volumes, loads, and pollutant concentrations from watersheds in the Twin cities metropolitan area, Minnesota, USA . Water Research , 36 : 1743 – 1757 .
  • Cablk , M.E. and Minor , T.B. 2003 . Detecting and discriminating impervious cover with high-resolution IKONOS data using principal component analysis and morphological operators . International Journal of Remote Sensing , 24 : 4627 – 4645 .
  • City of Austin, 2010, Watershed ordinances: a retrospective. http://www.ci.austin.tx.us/watershed/ordinances.htm (http://www.ci.austin.tx.us/watershed/ordinances.htm) (Accessed: 10 June 2010 ).
  • Dimitriadou, E., Hornik, K., Leisch, F., Meyer, D. and Weingessel, A., 2009, Package ‘e1071’. http://cran.r-project.org/web/packages/e1071/e1071.pdf (http://cran.r-project.org/web/packages/e1071/e1071.pdf) (Accessed: 15 May 2010 ).
  • Dougherty , M. , Dymond , R.L. , Goetz , S.J. , Jantz , C.A. and Goulet , N. 2004 . Evaluation of impervious surface estimates in a rapidly urbanizing watershed . Photogrammetric Engineering and Remote Sensing , 70 : 1275 – 1284 .
  • Everitt , J.H. , Yang , C. and Johnson , H.B. 2007 . Canopy spectra and remote sensing of Ashe juniper and associated vegetation . Environmental Monitoring and Assessment , 130 : 403 – 413 .
  • Gillies , R.R. , Box , J.B. , Symanzik , J. and Rodemaker , E.J. 2003 . Effects of urbanization on the aquatic fauna of the line creek watersheds, Atlanta – a satellite perspective . Remote Sensing of Environment , 86 : 411 – 422 .
  • Goonetilleke , A. , Thomas , E. , Ginn , S. and Gilbert , D. 2005 . Understanding the role of land use in urban stormwater quality management . Journal of Environmental Management , 74 : 31 – 42 .
  • Groffman , P.M. , Bain , D.J. , Band , L.E. , Belt , K.T. , Brush , G.S. , Grove , J.M. , Pouyat , R.V. , Yesilonis , I.C. and Zipperer , W.C. 2003 . Down by the riverside: urban riparian ecology . Frontiers in Ecology and the Environment , 1 : 315 – 321 .
  • Groffman , P.M. , Boulware , N.J. , Zipperer , W.C. , Pouyat , R.V. , Band , L.E. and Colosimo , M.F. 2002 . Soil nitrogen cycle processes in urban riparian zones . Environmental Science & Technology , 36 : 4547 – 4552 .
  • Hu , X. and Weng , Q. 2009 . Estimating impervious surfaces from medium spatial resolution imagery using the self-organizing map and multi-layer perceptron neural networks . Remote Sensing of Environment , 113 : 2089 – 2102 .
  • Huang , C. , Davis , L.S. and Townshend , J.R.G. 2002 . An assessment of support vector machines for land cover classification . International Journal of Remote Sensing , 23 : 725 – 749 .
  • Lardeux , C. , Frison , P.-L. , Tison , C. , Souyris , J.-C. , Stoll , B. , Frumeau , B. and Rudant , J.-P. 2009 . Support vector machine for multifrequency SAR polarimetric data classification . IEEE Transactions on Geoscience and Remote Sensing , 47 : 4143 – 4152 .
  • 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 .
  • Li , M.-H. , Barrett , M.E. , Rammohan , P. , Olivera , F. and Landphair , H.C. 2008 . Documenting stormwater quality on Texas highways and adjacent vegetated roadsides . Journal of Environmental Engineering , 134 : 48 – 59 .
  • Liu , D. , Kelly , M. and Gong , P. 2006 . A spatial-temporal approach to monitoring forest disease spread using multi-temporal high spatial resolution imagery . Remote Sensing of Environment , 101 : 167 – 180 .
  • Lu , D. and Weng , Q. 2004 . Spectral mixture analysis of the urban landscape in Indianapolis with Landsat ETM+ imagery . Photogrammetric Engineering and Remote Sensing , 70 : 1053 – 1062 .
  • Marsh , W.M. and Marsh , N.L. 1995 . Hydrogeomorphic considerations in development planning and stormwater management, Central Texas Hill Country, USA . Environmental Management , 19 : 693 – 702 .
  • Maskell , L.C. , Bullock , J.M. , Smart , S.M. , Thompson , K. and Hulme , P.E. 2006 . The distribution and habitat associations of non-native plant species in urban riparian habitats . Journal of Vegetation Science , 17 : 499 – 508 .
  • Mazzoni , D. , Logan , J.A. , Diner , D. , Kahn , R. , Tong , L. and Li , Q. 2007 . A data-mining approach to associating MISR smoke plume heights with MODIS fire measurements . Remote Sensing of Environment , 107 : 134 – 148 .
  • Mcmahan , C.A. , Frye , R.G. and Brown , K.L. 1984 . The Vegetation Types of Texas, Including Cropland , Austin, TX : Texas Parks and Wildlife Department .
  • Melgani , F. and Bruzzone , L. 2004 . Classification of hyperspectral remote sensing images with support vector machines . IEEE Transactions on Geoscience and Remote Sensing , 42 : 1778 – 1790 .
  • Moffatt , S.F. , Mclachlan , S.M. and Kenkel , N.C. 2004 . Impacts of land use on riparian forest along an urban-rural gradient in southern Manitoba . Plant Ecology , 174 : 119 – 135 .
  • Morse , C.C. , Huryn , A.D. and Cronan , C. 2003 . Impervious surface area as a predictor of the effects of urbanization on stream insect communities in Maine, U.S.A . Environmental Monitoring and Assessment , 89 : 95 – 127 .
  • Nash , N.E. and Sutcliffe , J.V. 1970 . River flow forecasting through conceptual models part I – a discussion of principles . Journal of Hydrology , 10 : 282 – 290 .
  • Nemmour , H. and Chibani , Y. 2006 . Multiple support vector machines for land cover change detection: an application for mapping urban extensions . ISPRS Journal of Photogrammetry and Remote Sensing , 61 : 125 – 133 .
  • Pal , M. and Mather , P.M. 2004 . Assessment of the effectiveness of support vector machines for hyperspectral data . Future Generation Computer Systems , 20 : 1215 – 1225 .
  • Ridd , M.K. 1995 . Exploring a V-I-S (vegetation-impervious surface-soil) model for urban ecosystem analysis through remote sensing: a comparative anatomy for cities . International Journal of Remote Sensing , 16 : 2165 – 2185 .
  • Riley , S.P.D. , Busteed , G.T. , Kats , L.B. , Vandergon , T.L. , Lee , L.F.S. , Dagit , R.G. , Kerby , J.L. , Fisher , R.N. and Sauvajor , R.M. 2005 . Effects of urbanization on the distribution and abundance of amphibians and invasive species in southern California streams . Conservation Biology , 19 : 1894 – 1907 .
  • Sawaya , K.E. , Olmanson , L.G. , Heinert , N.J. , Brezonik , P.L. and Bauer , M.E. 2003 . Extending satellite remote sensing to local scales: land and water resource monitoring using high-resolution imagery . Remote Sensing of Environment , 88 : 144 – 156 .
  • Scanlon , B.R. , Mace , R.E. , Barrett , M.E. and Smith , B. 2003 . Can we simulate regional groundwater flow in a karst system using equivalent porous media models? Case study, Barton Springs Edwards Aquifer, USA . Journal of Hydrology , 276 : 137 – 158 .
  • Simmons , D.L. and Reynolds , R.J. 1982 . Effects of urbanization on base flow of selected south-shore streams, Long Island, New York . Water Resources Bulletin , 18 : 797 – 805 .
  • Small , C. 2002 . Multitemporal analysis of urban reflectance . Remote Sensing of Environment , 81 : 427 – 442 .
  • Smola , A.J. and Schölkopf , B. 2004 . A tutorial on support vector regression . Statistics and Computing , 14 : 199 – 222 .
  • Sung , C.Y. and Li , M.-H. 2010 . The effect of urbanization on stream hydrology in hillslope watersheds in central Texas . Hydrological Processes , 24 : 3706 – 3717 .
  • Sung , C.Y. , Li , M.-H. , Rogers , G.O. , Volder , A. and Wang , Z. 2011 . Investigating alien plant invasion in urban riparian forests in a hot and semi-arid region . Landscape and Urban Planning. , 100 : 278 – 286 .
  • Sutherland , A.B. , Meyer , J.L. and Gardiner , E.P. 2002 . Effects of land cover on sediment regime and fish assemblage structure in four southern Appalachian streams . Freshwater Biology , 47 : 1791 – 1805 .
  • Thucker , C.J. 1979 . Red and photographic infrared linear combinations for monitoring vegetation . Remote Sensing of Environment , 8 : 127 – 150 .
  • US Census Bureau, 2010, Population finder: Austin City, Texas. http://factfinder.census.gov (http://factfinder.census.gov) (Accessed: 26 May 2010 ).
  • US National Weather Service, 2010, Austin/San Antonio, TX. http://www.weather.gov/climate/index.php?wfo=ewx (http://www.weather.gov/climate/index.php?wfo=ewx) (Accessed: 6 June 2010 ).
  • van De Voorde , T. , De Roeck , T. and Canters , F. 2009 . A comparison of two spectral mixture modelling approach for impervious surface mapping in urban areas . International Journal of Remote Sensing , 30 : 4785 – 4806 .
  • Vapnik , V.N. 1995 . The Nature of Statistical Learning Theory , 1 – 188 . New York : Springer .
  • Walsh , C.J. , Roy , A.H. , Feminella , J.W. , Cottingham , P.D. , Groffman , P.M. and Morgan II , R.P. 2005 . The urban stream syndrome: current knowledge and the search for a cure . Journal of the North American Benthological Society , 24 : 706 – 723 .
  • Walton , J.T. 2008 . Subpixel urban land cover estimation: comparing cubist, random forests, and support vector regression . Photogrammetric Engineering and Remote Sensing , 74 : 1213 – 1222 .
  • Wang , L. , John , L. , Kanehl , P. and Bannerman , R. 2001 . Impacts of urbanization on stream habitat and fish across multiple spatial scales . Environmental Management , 28 : 255 – 266 .
  • Weng , Q. and Hu , X. 2008 . Medium spatial resolution satellite imagery for estimating and mapping urban impervious surfaces using LSMA and ANN . IEEE Transactions on Geoscience and Remote Sensing , 46 : 2397 – 2406 .
  • Wu , C. and Murray , A.T. 2003 . Estimating impervious surface distribution by spectral mixture analysis . Remote Sensing of Environment , 2003 : 493 – 505 .
  • Wu , C. and Yuan , F. 2007 . Seasonal sensitivity analysis of impervious surface estimation with satellite imagery . Photogrammetric Engineering and Remote Sensing , 73 : 1393 – 1401 .
  • Yang , L. , Xian , G. , Kaver , J.M. and Deal , B. 2003 . Urban land-cover change detection through sub-pixel imperviousness mapping using remotely sensed data . Photogrammetric Engineering & Remote Sensing , 69 : 1003 – 1010 .

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