Application of Optical Flow Technique and Photogrammetry for Rockfall Dynamics: A Case Study on a Field Test

被引:11
|
作者
Kim, Dong-Hyun [1 ]
Gratchev, Ivan [2 ]
机构
[1] AICLOPS Inc, Goyangdae Ro 283, Goyang Si 10223, South Korea
[2] Griffith Univ, Dept Griffith Sci, Parklands Dr, Southport, Qld 4222, Australia
关键词
rockfall tracking; image change detection; optical flow; photogrammetry; STABILITY ANALYSIS; CLASSIFICATION;
D O I
10.3390/rs13204124
中图分类号
X [环境科学、安全科学];
学科分类号
08 ; 0830 ;
摘要
Optical flow is a vision-based approach that is used for tracking the movement of objects. This robust technique can be an effective tool for determining the source of failures on slope surfaces, including the dynamic behavior of rockfall. However, optical flow-based measurement still remains an issue as the data from optical flow algorithms can be affected by the varied photographing environment, such as weather and illuminations. To address such problems, this paper presents an optical flow-based tracking algorithm that can be employed to extract motion data from video records for slope monitoring. Additionally, a workflow combined with photogrammetry and the optical flow technique has been proposed for producing highly accurate estimations of rockfall motion. The effectiveness of the proposed approach has been evaluated with the dataset obtained from a photogrammetry survey of field rockfall tests performed by the authors in 2015. The results show that the workflow adopted in this study can be suitable to identify rockfall events overtime in a slope monitoring system. The limitations of the current approach are also discussed.
引用
收藏
页数:17
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