Detection of gullies in roughly textured terrain using airborne laser scanning data

被引:34
作者
Baruch, Amit [1 ]
Filin, Sagi [1 ]
机构
[1] Technion Israel Inst Technol, Dept Transportat & Geoinformat Engn, IL-32000 Haifa, Israel
关键词
LiDAR; Detection; Gullies; Airborne laser scanning; Morphology; EROSION; NETWORKS; INCISION;
D O I
10.1016/j.isprsjprs.2011.03.001
中图分类号
P9 [自然地理学];
学科分类号
0705 ; 070501 ;
摘要
Airborne laser scanning data contain information about surface features, some of which are of subtle form. These features are usually embedded within the terrain, and rarely form distinct shape-transition to their surroundings. While some efforts have been made in extracting linear elements from laser scanning data, attention was mostly turned to dominant elements that are very clear and distinct. We present in this paper a detection model for gullies of various dimensions using airborne laser scanning data. Gullies are regarded as one of the main landform-reshaping agents, having a pejorative effect on the environment and on regional development. They are commonly observed along receding lakes as a common response to water-level drop. The paper demonstrates how a multi-scale approach enables the extraction of various gully forms, from well developed to subtle. It then proposes an optimization driven model for handling fragmentation in the detection. Results show that using the proposed model, gully networks can be reconstructed and similar to 30 cm deep features can be identified and separated from their surroundings using moderate point density data. (C) 2011 International Society for Photogrammetry and Remote Sensing, Inc. (ISPRS). Published by Elsevier B.V. All rights reserved.
引用
收藏
页码:564 / 578
页数:15
相关论文
共 42 条
[1]  
[Anonymous], 2015, Linear and Nonlinear Programming
[2]  
[Anonymous], 1982, Computer Vision
[3]   Gully incision as a key factor in desertification in an and environment, the Negev highlands, Israel [J].
Avni, Y .
CATENA, 2005, 63 (2-3) :185-220
[4]  
AVNI Y, 2005, GSI182004, P116
[5]  
Baruch A., 2008, INT ARCH PHOTOGRAM B, VXXXVII, P111
[6]   Incision of alluvial channels in response to a continuous base level fall: Field characterization, modeling, and validation along the Dead Sea [J].
Ben Moshe, L. ;
Haviv, I. ;
Enzel, Y. ;
Zilberman, E. ;
Matmon, A. .
GEOMORPHOLOGY, 2008, 93 (3-4) :524-536
[7]  
Besl P., 1988, SURFACES RANGE IMAGE
[8]  
BETTS HD, 1999, J APPL EARTH OBSERVA, V1, P91, DOI DOI 10.1016/S0303-2434(99)85002-8
[9]   Solving linear inequalities in a least squares sense [J].
Bramley, R ;
Winnicka, B .
SIAM JOURNAL ON SCIENTIFIC COMPUTING, 1996, 17 (01) :275-286
[10]  
Brooks K.N., 2013, Hydrology and the Management of Watersheds, V4th