Arid
DOI10.1002/hyp.9244
Semi-automated GIS techniques for detecting floodplain earthworks
Steinfeld, Celine M. M.1; Kingsford, Richard T.1; Laffan, Shawn W.2
通讯作者Steinfeld, Celine M. M.
来源期刊HYDROLOGICAL PROCESSES
ISSN1099-1085
出版年2013
卷号27期号:4页码:579-591
英文摘要

Levees, channels and water storages built on the world’s floodplain wetlands control flows for irrigation, flood mitigation and erosion management. Assessing their distribution and hydrological impacts through time and across broad extents is limited by significant costs and technical challenges. We tested the effectiveness of three new semi-automated geographic information systems and traditional visual interpretation techniques for detecting earthworks. We used commercially or freely available two-dimensional and three-dimensional spatial imagery within 19 quadrats in an agricultural floodplain of the MurrayDarling Basin, southeastern Australia. Semi-automated digital elevation model (DEM) analysis performed best for spatial accuracy (78% of earthworks correctly predicted within 25?m), overall classification accuracy (97.7%) and kappa (0.64), compared with traditional visual interpretation techniques using Landsat TM (52%, 96.3%, 0.39), SPOT (53%, 95.8%, 0.27) and aerial photography (72%, 97.2%, 0.31). DEM analysis also outperformed semi-automated image segmentation (16%, 93%, 0.29) and integrated analysis (75%, 96.0%, 0.43) that used spectral information. Semi-automated techniques were slow (DEM analysis: 27?418?s/km2; integrated analysis: 27?737?s/km2; and image segmentation: 1439?s/km2) compared with visual interpretation (Landsat TM: 109?s/km2; SPOT: 166?s/km2; and aerial photography: 276?s/km2); however, processing speed of semi-automated techniques can be further increased without compromising accuracy. Semi-automated techniques also offered operational autonomy following model calibration. High quality, cost-effective earthwork mapping techniques, particularly the semi-automated techniques in this study, are critical for understanding and managing ecosystem health, flood risk and water security in developed floodplains worldwide and should be implemented by governing institutions. Copyright (c) 2012 John Wiley & Sons, Ltd.


英文关键词earthworks floodplain development hydrological connectivity geographic information systems semi-automated technique digital elevation model
类型Article
语种英语
国家Australia
收录类别SCI-E
WOS记录号WOS:000313990800010
WOS关键词DIGITAL ELEVATION DATA ; LARGE RIVER FLOODPLAIN ; DRAINAGE NETWORKS ; MURRUMBIDGEE RIVER ; ARID AUSTRALIA ; WATER ; INFORMATION ; EXTRACTION ; ECOSYSTEMS ; SYSTEMS
WOS类目Water Resources
WOS研究方向Water Resources
资源类型期刊论文
条目标识符http://119.78.100.177/qdio/handle/2XILL650/177518
作者单位1.Univ New S Wales, Australian Wetlands & Rivers Ctr, Sch Biol Earth & Environm Sci, Sydney, NSW 2052, Australia;
2.Univ New S Wales, Sch Biol Earth & Environm Sci, Sydney, NSW 2052, Australia
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GB/T 7714
Steinfeld, Celine M. M.,Kingsford, Richard T.,Laffan, Shawn W.. Semi-automated GIS techniques for detecting floodplain earthworks[J],2013,27(4):579-591.
APA Steinfeld, Celine M. M.,Kingsford, Richard T.,&Laffan, Shawn W..(2013).Semi-automated GIS techniques for detecting floodplain earthworks.HYDROLOGICAL PROCESSES,27(4),579-591.
MLA Steinfeld, Celine M. M.,et al."Semi-automated GIS techniques for detecting floodplain earthworks".HYDROLOGICAL PROCESSES 27.4(2013):579-591.
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