A LiDAR–optical data fusion approach for identifying and measuring small stream impoundments and dams
Abstract
This article outlines a semi-autonomous approach for using a fusion of light detection and ranging (LiDAR) and optical remote sensing data to identify and measure small impoundments (SIs) and their dams. Quantifying such water bodies as hydrologic network features is critical for ecosystem and species conservation, emergency management, and water resource planning; however, such features are incompletely mapped at national and state levels. By merging an airborne LiDAR-derived point cloud with a normalized water index using airborne optical imagery we demonstrate an improvement upon single-source methods for identifying these water bodies; classification accuracies increased over 10% by using this multi-source fusion method. Furthermore, the method presented here illustrates a cost-effective pathway to improve the National Inventory of Dams (NID) and includes a framework for estimating dam heights, with results showing strong correlations between derived dam heights and those recorded in the NID (r=.78). With the steady increase in available LiDAR coverage, the 87,000+ dams in the NID could be updated using this technique, a method which could also be expanded for global inventories of SIs and dams.
- Authors:
-
- Oak Ridge National Lab. (ORNL), Oak Ridge, TN (United States)
- Univ. of Alabama, Huntsville, AL (United States)
- Publication Date:
- Research Org.:
- Oak Ridge National Laboratory (ORNL), Oak Ridge, TN (United States)
- Sponsoring Org.:
- USDOE
- OSTI Identifier:
- 1607262
- Grant/Contract Number:
- AC05-00OR22725
- Resource Type:
- Accepted Manuscript
- Journal Name:
- Transactions in GIS
- Additional Journal Information:
- Journal Volume: 24; Journal Issue: 1; Journal ID: ISSN 1361-1682
- Publisher:
- Wiley
- Country of Publication:
- United States
- Language:
- English
- Subject:
- 47 OTHER INSTRUMENTATION
Citation Formats
Swan, Benjamin, and Griffin, Robert. A LiDAR–optical data fusion approach for identifying and measuring small stream impoundments and dams. United States: N. p., 2019.
Web. doi:10.1111/tgis.12595.
Swan, Benjamin, & Griffin, Robert. A LiDAR–optical data fusion approach for identifying and measuring small stream impoundments and dams. United States. https://doi.org/10.1111/tgis.12595
Swan, Benjamin, and Griffin, Robert. Wed .
"A LiDAR–optical data fusion approach for identifying and measuring small stream impoundments and dams". United States. https://doi.org/10.1111/tgis.12595. https://www.osti.gov/servlets/purl/1607262.
@article{osti_1607262,
title = {A LiDAR–optical data fusion approach for identifying and measuring small stream impoundments and dams},
author = {Swan, Benjamin and Griffin, Robert},
abstractNote = {This article outlines a semi-autonomous approach for using a fusion of light detection and ranging (LiDAR) and optical remote sensing data to identify and measure small impoundments (SIs) and their dams. Quantifying such water bodies as hydrologic network features is critical for ecosystem and species conservation, emergency management, and water resource planning; however, such features are incompletely mapped at national and state levels. By merging an airborne LiDAR-derived point cloud with a normalized water index using airborne optical imagery we demonstrate an improvement upon single-source methods for identifying these water bodies; classification accuracies increased over 10% by using this multi-source fusion method. Furthermore, the method presented here illustrates a cost-effective pathway to improve the National Inventory of Dams (NID) and includes a framework for estimating dam heights, with results showing strong correlations between derived dam heights and those recorded in the NID (r=.78). With the steady increase in available LiDAR coverage, the 87,000+ dams in the NID could be updated using this technique, a method which could also be expanded for global inventories of SIs and dams.},
doi = {10.1111/tgis.12595},
journal = {Transactions in GIS},
number = 1,
volume = 24,
place = {United States},
year = {Wed Nov 13 00:00:00 EST 2019},
month = {Wed Nov 13 00:00:00 EST 2019}
}
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Works referenced in this record:
A Perspective on America's Vanishing Streams
journal, March 1990
- Benke, Arthur C.
- Journal of the North American Benthological Society, Vol. 9, Issue 1
A Physically-Based Transformation of Thematic Mapper Data---The TM Tasseled Cap
journal, May 1984
- Crist, Eric P.; Cicone, Richard C.
- IEEE Transactions on Geoscience and Remote Sensing, Vol. GE-22, Issue 3
Derivation of a tasselled cap transformation based on Landsat 8 at-satellite reflectance
journal, April 2014
- Baig, Muhammad Hasan Ali; Zhang, Lifu; Shuai, Tong
- Remote Sensing Letters, Vol. 5, Issue 5
Automated Water Extraction Index: A new technique for surface water mapping using Landsat imagery
journal, January 2014
- Feyisa, Gudina L.; Meilby, Henrik; Fensholt, Rasmus
- Remote Sensing of Environment, Vol. 140
Modification of normalised difference water index (NDWI) to enhance open water features in remotely sensed imagery
journal, July 2006
- Xu, Hanqiu
- International Journal of Remote Sensing, Vol. 27, Issue 14
Ecological consequences of hydropower development in Central America: impacts of small dams and water diversion on neotropical stream fish assemblages
journal, January 2006
- Anderson, Elizabeth P.; Freeman, Mary C.; Pringle, Catherine M.
- River Research and Applications, Vol. 22, Issue 4
Habitat Fragmentation and Extinction Risk of Lahontan Cutthroat Trout
journal, November 1997
- Dunham, Jason B.; Vinyard, Gary L.; Rieman, Bruce E.
- North American Journal of Fisheries Management, Vol. 17, Issue 4
Lidar intensity for improved detection of inundation below the forest canopy
journal, December 2009
- Lang, Megan W.; McCarty, Greg W.
- Wetlands, Vol. 29, Issue 4
Urban land cover classification using airborne LiDAR data: A review
journal, March 2015
- Yan, Wai Yeung; Shaker, Ahmed; El-Ashmawy, Nagwa
- Remote Sensing of Environment, Vol. 158
Evaluating error associated with lidar-derived DEM interpolation
journal, February 2009
- Bater, Christopher W.; Coops, Nicholas C.
- Computers & Geosciences, Vol. 35, Issue 2
Analysis of Dynamic Thresholds for the Normalized Difference Water Index
journal, November 2009
- Ji, Lei; Zhang, Li; Wylie, Bruce
- Photogrammetric Engineering & Remote Sensing, Vol. 75, Issue 11
Water surface mapping from airborne laser scanning using signal intensity and elevation data
journal, September 2009
- Höfle, Bernhard; Vetter, Michael; Pfeifer, Norbert
- Earth Surface Processes and Landforms, Vol. 34, Issue 12
Comparing Landsat water index methods for automated water classification in eastern Australia
journal, March 2016
- Fisher, Adrian; Flood, Neil; Danaher, Tim
- Remote Sensing of Environment, Vol. 175
Adaptive algorithm for classifying LiDAR data into water and land points by multifeature statistics
journal, October 2016
- Wei, Li-Xin; Yang, Biao; Jiang, Jian-Ping
- Journal of Applied Remote Sensing, Vol. 10, Issue 4
Changes in the Fish Assemblage of Bear Creek (Tennessee River Drainage) Alabama and Mississippi: 1968–2000
journal, June 2004
- Phillips, Bryan W.; Johnston, Carol E.
- Southeastern Naturalist, Vol. 3, Issue 2
Assessing Spatial Hydrological Data Integration to Characterize Geographic Trends in Small Reservoirs in the Apalachicola-Chattahoochee-Flint River Basin
journal, January 2011
- Ignatius, Amber; Stallins, Jon Anthony
- Southeastern Geographer, Vol. 51, Issue 3
Hyperspatial and Multi-Source Water Body Mapping: A Framework to Handle Heterogeneities from Observations and Targets over Large Areas
journal, February 2017
- d’Andrimont, Raphaël; Marlier, Catherine; Defourny, Pierre
- Remote Sensing, Vol. 9, Issue 3
The use of the Normalized Difference Water Index (NDWI) in the delineation of open water features
journal, May 1996
- McFEETERS, S. K.
- International Journal of Remote Sensing, Vol. 17, Issue 7
Effect of small catchment dams on downstream vegetation of a seasonal river in semi-arid African savanna
journal, December 2001
- O'Connor, T. G.
- Journal of Applied Ecology, Vol. 38, Issue 6
How to manage the cumulative flood safety of catchment dams
journal, May 2009
- Pisaniello, Jd
- Water SA, Vol. 35, Issue 4
The influence of low-head dams on fish assemblages in streams across Alabama
journal, December 2011
- Helms, Brian S.; Werneke, David C.; Gangloff, Michael M.
- Journal of the North American Benthological Society, Vol. 30, Issue 4
A fully-automated approach to land cover mapping with airborne LiDAR and high resolution multispectral imagery in a forested suburban landscape
journal, June 2015
- Parent, Jason R.; Volin, John C.; Civco, Daniel L.
- ISPRS Journal of Photogrammetry and Remote Sensing, Vol. 104
Influence of Barriers to Movement on Within-Watershed Genetic Variation of Coastal Cutthroat Trout
journal, April 2005
- Wofford, John E. B.; Gresswell, Robert E.; Banks, Michael A.
- Ecological Applications, Vol. 15, Issue 2
Delineating wetland catchments and modeling hydrologic connectivity using lidar data and aerial imagery
journal, January 2017
- Wu, Qiusheng; Lane, Charles R.
- Hydrology and Earth System Sciences, Vol. 21, Issue 7
Comparative Analysis of Automatic Water Identification Method Based on Multispectral Remote Sensing
journal, January 2011
- Fang-fang, Zhang; Bing, Zhang; Jun-sheng, Li
- Procedia Environmental Sciences, Vol. 11
Large-scale classification of water areas using airborne topographic lidar data
journal, November 2013
- Smeeckaert, Julien; Mallet, Clément; David, Nicolas
- Remote Sensing of Environment, Vol. 138
How Dams Vary and Why It Matters for the Emerging Science of Dam Removal
journal, January 2002
- Poff, N. Leroy; Hart, David D.
- BioScience, Vol. 52, Issue 8
Hierarchical object oriented classification using very high resolution imagery and LIDAR data over urban areas
journal, April 2009
- Chen, Yunhao; Su, Wei; Li, Jing
- Advances in Space Research, Vol. 43, Issue 7
The Hydrologic Importance of Small- and Medium-Sized Dams: Examples from Texas
journal, May 2008
- Chin, Anne; Laurencio, Laura R.; Martinez, Adriana E.
- The Professional Geographer, Vol. 60, Issue 2
Cumulative Effects of Small Reservoirs on Streamflow in Northern Coastal California Catchments
journal, November 2013
- Deitch, Matthew J.; Merenlender, Adina M.; Feirer, Shane
- Water Resources Management
Comparative Analysis of Automatic Water Identification Method Based on Multispectral Remote Sensing
journal, January 2011
- Fang-fang, Zhang; Bing, Zhang; Jun-sheng, Li
- Procedia Environmental Sciences, Vol. 11
Automated Water Extraction Index: A new technique for surface water mapping using Landsat imagery
journal, January 2014
- Feyisa, Gudina L.; Meilby, Henrik; Fensholt, Rasmus
- Remote Sensing of Environment, Vol. 140
How to manage the cumulative flood safety of catchment dams
journal, May 2009
- Pisaniello, Jd
- Water SA, Vol. 35, Issue 4