Refined landslide susceptibility analysis based on InSAR technology and UAV multi-source data

山崩 干涉合成孔径雷达 地质学 分区 遥感 断层(地质) 变形(气象学) 比例(比率) 仰角(弹道) 植被(病理学) 采矿工程 岩土工程 地震学 合成孔径雷达 地图学 地理 土木工程 海洋学 工程类 病理 医学 结构工程
作者
Chen Cao,Kuanxing Zhu,Peihua Xu,Bo Shan,Guang Yang,Shengyuan Song
出处
期刊:Journal of Cleaner Production [Elsevier BV]
卷期号:368: 133146-133146 被引量:26
标识
DOI:10.1016/j.jclepro.2022.133146
摘要

Landslide susceptibility analysis at the regional scale is the focus of landslide risk management. To obtain more accurate and guiding significance results of landslide susceptibility, it is necessary to conduct a refined analysis on the basis of regional scale. Therefore, we proposed a refined method for landslide susceptibility assessment. This method comprehensively considered the geological and dynamic surface deformation information, and was applied in some areas of Maoxian County. We selected twelve influencing factors (elevation, slope, relief amplitude, curvature, aspect, engineering geological rock group, distance to fault, distance to river, land type, vegetation type, and topographic wetness index, rainfall) and used the traditional machine learning method for landslide susceptibility. Then, the Interferometric Synthetic Aperture Radar (InSAR) technology was introduced to modify the unsuitable zoning of the traditional landslide susceptibility. Based on the improved landslide susceptibility mapping, field investigation and UAV models were used to verify. The results showed that the introduction of InSAR technology and UAV multi-source data can rationalize the inappropriate zoning in traditional landslide susceptibility, and landslides (L1 and L7) with very high susceptibility were identified. The field investigation and spatial-temporal evolution characteristics of typical landslides indicated that both L1 and L7 were severely damaged and in the deformation stage. L1 showed significant deformation during road construction. However, the deformation of L1 reacted on the pavement, resulting in many tensile cracks. The deformation of L7 was mainly affected by rainfall and presented the characteristics of seasonal variation, and the deformation was accelerated in the rainy season. Therefore, the proposed method had a better performance in landslide susceptibility and improved the accuracy. It can realize the refined analysis of landslide susceptibility in a large area and provide technical support for geological hazard susceptibility assessment and reference for disaster prevention and mitigation.

科研通智能强力驱动
Strongly Powered by AbleSci AI
科研通是完全免费的文献互助平台,具备全网最快的应助速度,最高的求助完成率。 对每一个文献求助,科研通都将尽心尽力,给求助人一个满意的交代。
实时播报
Leslie完成签到 ,获得积分20
刚刚
刘可歆发布了新的文献求助10
刚刚
zhn发布了新的文献求助50
刚刚
Zzz发布了新的文献求助10
刚刚
xhtnt97发布了新的文献求助10
刚刚
1秒前
平淡的半邪完成签到,获得积分10
1秒前
勤劳滑板完成签到,获得积分10
1秒前
纯情的天奇完成签到 ,获得积分10
2秒前
贤惠的天蓝完成签到 ,获得积分10
2秒前
2秒前
2秒前
2秒前
机智夜安发布了新的文献求助10
3秒前
NexusExplorer应助不语采纳,获得10
3秒前
李健的小迷弟应助zhuqiang采纳,获得10
4秒前
4秒前
ZXD1989完成签到 ,获得积分10
4秒前
4秒前
自觉的绮烟完成签到,获得积分10
4秒前
xzw完成签到 ,获得积分10
5秒前
5秒前
qq.com发布了新的文献求助20
5秒前
6秒前
Yolo完成签到,获得积分10
7秒前
tfonda发布了新的文献求助10
7秒前
清爽莆发布了新的文献求助10
8秒前
周士乐发布了新的文献求助10
8秒前
lelehanhan完成签到,获得积分10
8秒前
耍酷高山完成签到,获得积分10
9秒前
9秒前
mm完成签到 ,获得积分10
9秒前
土豆发布了新的文献求助10
10秒前
277应助小鱼鱼Fish采纳,获得10
10秒前
飘逸的大雁完成签到,获得积分20
10秒前
橙子发布了新的文献求助10
10秒前
11秒前
DE_ld发布了新的文献求助20
11秒前
11秒前
科大第一深情完成签到,获得积分10
12秒前
高分求助中
The Wiley Blackwell Companion to Diachronic and Historical Linguistics 3000
Standards for Molecular Testing for Red Cell, Platelet, and Neutrophil Antigens, 7th edition 1000
HANDBOOK OF CHEMISTRY AND PHYSICS 106th edition 1000
ASPEN Adult Nutrition Support Core Curriculum, Fourth Edition 1000
Signals, Systems, and Signal Processing 610
脑电大模型与情感脑机接口研究--郑伟龙 500
GMP in Practice: Regulatory Expectations for the Pharmaceutical Industry 500
热门求助领域 (近24小时)
化学 材料科学 医学 生物 纳米技术 工程类 有机化学 化学工程 生物化学 计算机科学 物理 内科学 复合材料 催化作用 物理化学 光电子学 电极 细胞生物学 基因 无机化学
热门帖子
关注 科研通微信公众号,转发送积分 6295619
求助须知:如何正确求助?哪些是违规求助? 8113246
关于积分的说明 16980647
捐赠科研通 5357907
什么是DOI,文献DOI怎么找? 2846598
邀请新用户注册赠送积分活动 1823815
关于科研通互助平台的介绍 1678991