Evaluation of Satellite-Based Impervious Surface Data for the Mid-Atlantic Region Using an Independently Collected, High-Resolution Validation Databaseby John W. Jones,
Abstract: Satellite-based estimates of impervious surfaces are being produced for the entire United States as part of the U.S. Geological Survey's (USGS) Landsat-based National Land Cover Database (NLCD). In the Chesapeake Bay region, these impervious surface data support water-quality modeling, restoration, and planning. USGS research developed a protocol for collecting high-resolution impervious surface data from aerial photographs and other imagery sources, for the purpose of assessing the accuracy of satellite-based maps of impervious surfaces. The validation data collected using this protocol, were applied to the assessment of NLCD impervious surface data accuracy across a gradient of urban development in the ChesapeakeBay/Mid-Atlantic region. The protocol specifies a minimum mapping unit of any impervious surface that is ten square meters or larger in a test area. For the study region 240 such test areas, each measuring 500 m by 500 m on a side, were randomly selected. Initial comparison of NLCD estimated impervious surface area by chip showed that between 33 and 46 chips were collected for each of five development categories (none, rural, exurban, suburban, dense suburban, and urban). Since the analysis was conducted within a GIS environment and the protocol requires extensive attribution of data sources, additional ancillary information available for each validation data point allowed us to provide potential explanations for observed errors. For example, some cases where relative error was greater than 100% could be explained by temporal discontinuities between the date of capture of the satellite image and validation source data in rapidly changing areas. Other errors were created by vegetation cover obscuring impervious surfaces and by other factors that bias the satellite processing algorithms. Through such analysis we evaluated the errors, strengths, and weaknesses of the NLCD product and can suggest appropriate uses for regional, satellite-based data in rapidly developing areas of environmental significance.
Subject Headings: Data collection | Satellites | Validation | Databases | Errors (statistics) | Aerial photography | Data analysis | Federal government | Land surveys | Mid-Atlantic states | Chesapeake Bay region | North America | United States
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