Using LiDAR Data Analysis to Estimate Changes in Insolation Under Large-Scale Riparian Deforestation

Authors

  • Jonathan Asher Greenberg,

    1. Respectively, Assistant Professor (Greenberg), Department of Geography and Geographic Information Science, University of Illinois at Urbana-Champaign, Room 220 Davenport Hall, 607 South Mathews Avenue, Urbana, Illinois 61801
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  • Erin L Hestir,

    1. Post-doctoral Research Fellow (Hestir), Center for Spatial Technologies and Remote Sensing (CSTARS), Land, Air and Water Resources, University of California, Davis, California 95616, and Post-doctoral Research Fellow, Environmental Earth Observation, Division of Land and Water, Commonwealth Scientific and Industrial Research Organization (CSIRO), Australia
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  • David Riano,

    1. Project Scientist (Riano), Research Technician (Scheer), and Professor of Environmental Resource Science (Ustin), Center for Spatial Technologies and Remote Sensing (CSTARS), Land, Air and Water Resources, University of California, Davis, California 95616
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  • George J Scheer,

    1. Project Scientist (Riano), Research Technician (Scheer), and Professor of Environmental Resource Science (Ustin), Center for Spatial Technologies and Remote Sensing (CSTARS), Land, Air and Water Resources, University of California, Davis, California 95616
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  • Susan L Ustin

    1. Project Scientist (Riano), Research Technician (Scheer), and Professor of Environmental Resource Science (Ustin), Center for Spatial Technologies and Remote Sensing (CSTARS), Land, Air and Water Resources, University of California, Davis, California 95616
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  • Paper No. JAWRA-10-0122-P of the Journal of the American Water Resources Association (JAWRA). Discussions are open until six months from print publication.

(E-Mail/Greenberg: jgrn@illinois.edu).

Abstract

Greenberg, Jonathan Asher, Erin L. Hestir, David Riano, George J. Scheer, and Susan L. Ustin, 2012. Using LiDAR Data Analysis to Estimate Changes in Insolation Under Large-Scale Riparian Deforestation. Journal of the American Water Resources Association (JAWRA) 48(5): 939-948. DOI: 10.1111/j.1752-1688.2012.00664.x

Abstract:  Riparian vegetation provides shade from insolation to stream channels. A consequence of removing vegetation may be an increase in insolation that can increase water temperatures and negatively impact ecosystem health. Although the mechanisms of riparian shading are well understood, spatially explicit, mechanistic models of shading have been limited by the data requirements of precisely describing the three-dimensional structure of a riparian corridor. Remotely acquired, high spatial resolution LiDAR data provide detailed three-dimensional vegetation structure and terrain topography over large regions. By parameterizing solar radiation models that incorporate terrain shadowing with LiDAR data, we can produce spatially explicit estimates of insolation. As a case study, we modeled the relative change in insolation on channels in the Sacramento-San Joaquin River Delta under current conditions and under a hypothesized deforested Delta using classified LiDAR, rasterized at a 1-m resolution. Our results suggest that the removal of levee vegetation could result in a 9% increase in solar radiation incident on Delta waters, and may lead to water temperature increases. General, coarse-scale channel characteristics (reach width, azimuth, levee vegetation cover, and height) only accounted for 72% of the variation in the insolation. This indicates that the detailed information derived from LiDAR data has greater explanatory power than coarser reach-scale metrics often used for insolation estimates.

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