Framework for rainfall-triggered landslide-prone critical infrastructure zonation

山崩 关键基础设施 气候变化 比例(比率) 自然地理学 环境科学 地质学 水文学(农业) 地图学 地理 地震学 计算机科学 岩土工程 计算机安全 海洋学
作者
Kaushal Raj Gnyawali,Kshitij Dahal,Rocky Talchabhadel,Sadhana Nirandjan
出处
期刊:Science of The Total Environment [Elsevier BV]
卷期号:872: 162242-162242 被引量:32
标识
DOI:10.1016/j.scitotenv.2023.162242
摘要

Rainfall-induced landslides cause frequent disruptions to critical infrastructure in mountainous countries. Climate change is altering rainfall patterns and localizing extreme rainfall events, increasing the occurrence of landslides. For planning climate-resilient critical infrastructure in landslide-prone regions, it is urgent to understand the changing landslide susceptibility in relation to changing rainfall extremes and spatially overlay them with critical infrastructure to determine risk zones. As such, areas requiring financial reinforcements can be prioritized. In this paper, we develop a framework linking changing rainfall extremes to landslide susceptibility and intensity of critical infrastructure - exemplified on a national scale using Nepal as a case study. First, we define a set of 21 different unique rainfall indices that describe extreme and localized rainfall. Second, we prepare a new annual (2016-2020) inventory of 107,900 landslides in Nepal mapped on PlanetScope satellite imagery. Next, we prepare a landslide susceptibility map by training a random forest model using the collected extreme rainfall indices and landslide locations in combination with spatial data on topography. Fourth, we construct a gridded critical infrastructure spatial density map that quantifies the intensity of infrastructure (i.e., transportation, energy, telecommunication, waste, water, health, and education) at each grid location using OpenStreetMap. The landslide susceptibility map classified Nepal's topography into low (36 %), medium (33 %), and (32 %) high rainfall-triggered landslide susceptibility zones. The landslide susceptibility map had an average area under the receiver characteristic curve value of 0.94. Finally, we overlay the landslide susceptibility map with the critical infrastructure intensity to identify areas needing financial reinforcement. Our framework reasonably mapped critical infrastructure hotspots in Nepal prone to landslides on a 1 km grid. The hotspots are mainly concentrated along major national highways and in provinces 4, 3, and 1, highlighting the need for improved land management practices. These hotspots need spatial prioritization regarding climate-resilient critical infrastructure financing and slope conservation policies. The research data, output maps, and code are publicly released via an ArcGIS WebApp and GitHub repository. The framework is scalable and can be used for developing infrastructure financing strategies for landslide mountain regions and countries.
最长约 10秒,即可获得该文献文件

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
11点睡觉发布了新的文献求助10
1秒前
占易形发布了新的文献求助10
1秒前
情怀应助安小贝采纳,获得10
2秒前
xdc完成签到,获得积分20
2秒前
2秒前
3秒前
厚朴大师发布了新的文献求助10
3秒前
3秒前
4秒前
xdc发布了新的文献求助10
5秒前
moon发布了新的文献求助10
5秒前
KDVBHGJDFHGAV应助ray采纳,获得10
5秒前
6秒前
eagle发布了新的文献求助10
6秒前
英姑应助奇点采纳,获得10
6秒前
1376完成签到 ,获得积分10
7秒前
最佳损友完成签到,获得积分0
8秒前
8秒前
搜集达人应助11点睡觉采纳,获得10
8秒前
Phyllis发布了新的文献求助10
8秒前
细腻慕儿完成签到 ,获得积分10
8秒前
CC的tt完成签到,获得积分10
9秒前
占易形完成签到,获得积分10
10秒前
烂漫念柏完成签到,获得积分20
10秒前
在水一方应助Nature采纳,获得10
10秒前
archer01完成签到,获得积分10
10秒前
lllliu完成签到,获得积分10
11秒前
11秒前
12秒前
SI发布了新的文献求助10
12秒前
archer01发布了新的文献求助10
13秒前
达菲完成签到,获得积分20
14秒前
ChaiHaobo完成签到,获得积分10
16秒前
好久不见完成签到,获得积分10
16秒前
同尘发布了新的文献求助10
16秒前
奇点完成签到,获得积分10
16秒前
17秒前
李爱国应助坚强幼荷采纳,获得10
17秒前
luckpupa完成签到,获得积分10
18秒前
ps发布了新的文献求助10
18秒前
高分求助中
(应助此贴封号)【重要!!请各用户(尤其是新用户)详细阅读】【科研通的精品贴汇总】 10000
APA handbook of humanistic and existential psychology: Clinical and social applications (Vol. 2) 3000
Cronologia da história de Macau 1600
Lloyd's Register of Shipping's Approach to the Control of Incidents of Brittle Fracture in Ship Structures 1000
BRITTLE FRACTURE IN WELDED SHIPS 1000
Intentional optical interference with precision weapons (in Russian) Преднамеренные оптические помехи высокоточному оружию 1000
Current concept for improving treatment of prostate cancer based on combination of LH-RH agonists with other agents 1000
热门求助领域 (近24小时)
化学 材料科学 医学 生物 工程类 有机化学 纳米技术 计算机科学 化学工程 生物化学 物理 复合材料 内科学 催化作用 物理化学 光电子学 细胞生物学 基因 电极 遗传学
热门帖子
关注 科研通微信公众号,转发送积分 6179201
求助须知:如何正确求助?哪些是违规求助? 8006594
关于积分的说明 16652707
捐赠科研通 5281108
什么是DOI,文献DOI怎么找? 2815608
邀请新用户注册赠送积分活动 1795254
关于科研通互助平台的介绍 1660501