Multi-sensor observation fusion scheme based on 3D variational assimilation for landslide monitoring | |
Liu, Chun1; Shao, Xiaohang1; Li, Weiyue2,3,4 | |
刊名 | GEOMATICS NATURAL HAZARDS & RISK
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2019 | |
卷号 | 10期号:1页码:151-167 |
关键词 | Landslide monitoring 3DVar assimilation multi-sensor observation slope stability |
ISSN号 | 1947-5705 |
DOI | 10.1080/19475705.2018.1513871 |
通讯作者 | Li, Weiyue(lwy_326@126.com) |
英文摘要 | Multi-sensor observation is very important for monitoring landslide disasters. Since various surveying techniques are currently available for detecting variational slope activities from different perspectives, studies have focused on integration of multi-source information for the analysing landslide displacements. In this study, a general multi-source data fusion scheme for landslide monitoring based on three-dimensional variation (3DVar) data assimilation was developed. The scheme was used to fuse different observations of Xishancun Landslide in Li County, Sichuan Province, China. First, the displacement observations obtained by a Global Positioning System (GPS) and Borehole Inclinometers (BIs) were assimilated for accurate evaluation of slope activities. Then, slope Stability Index (SI) was introduced to validate the assimilation results within a time interval. SIAssi values calculated using the integration model developed in the present study were compared with SIFS simulated by a physically based landslide model. The correlation coefficient between them ss 0.75, which is larger than those with SIGPS (0.45) or SIBIs (0.41) values determined by the GPS and BIs respectively. The assimilation results are thus confirmed to be more credible for slope stability simulation. |
收录类别 | SCI |
WOS关键词 | RAINFALL-INDUCED LANDSLIDES ; SLOPE STABILITY ; SPATIOTEMPORAL ANALYSIS ; MODEL ; SIMULATION ; FAILURE ; NETWORK ; SYSTEM ; INSAR ; STATE |
WOS研究方向 | Geology ; Meteorology & Atmospheric Sciences ; Water Resources |
WOS类目 | Geosciences, Multidisciplinary ; Meteorology & Atmospheric Sciences ; Water Resources |
语种 | 英语 |
出版者 | TAYLOR & FRANCIS LTD |
WOS记录号 | WOS:000454617600001 |
内容类型 | 期刊论文 |
URI标识 | http://www.corc.org.cn/handle/1471x/2558215 |
专题 | 寒区旱区环境与工程研究所 |
通讯作者 | Li, Weiyue |
作者单位 | 1.Tongji Univ, Coll Surveying & Geoinformat, Shanghai, Peoples R China 2.Shanghai Normal Univ, Inst Urban Studies, Shanghai, Peoples R China 3.Chinese Acad Sci, Northwest Inst Ecoenvironm & Resources, Lanzhou, Gansu, Peoples R China 4.Politecn Milan, Dept Architecture Built Environm & Construct Engn, Milan, Italy |
推荐引用方式 GB/T 7714 | Liu, Chun,Shao, Xiaohang,Li, Weiyue. Multi-sensor observation fusion scheme based on 3D variational assimilation for landslide monitoring[J]. GEOMATICS NATURAL HAZARDS & RISK,2019,10(1):151-167. |
APA | Liu, Chun,Shao, Xiaohang,&Li, Weiyue.(2019).Multi-sensor observation fusion scheme based on 3D variational assimilation for landslide monitoring.GEOMATICS NATURAL HAZARDS & RISK,10(1),151-167. |
MLA | Liu, Chun,et al."Multi-sensor observation fusion scheme based on 3D variational assimilation for landslide monitoring".GEOMATICS NATURAL HAZARDS & RISK 10.1(2019):151-167. |
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