Regional Hazard Assessment of Rainfall–Induced Landslide Considering Human Activity Intensity

Regional Hazard Assessment of Rainfall–Induced Landslide Considering Human Activity Intensity | Research Square window.SnipcartSettings = { analytics: { enabled: false } }; (function() { var accessVector = localStorage.getItem('access_vector') || ''; window.dataLayer = window.dataLayer || []; if (accessVector) { window.dataLayer.push({ user: { profile: { profileInfo: { snid: accessVector } } } }); } })(); (function(w,d,s,l,i){w[l]=w[l]||[];w[l].push({'gtm.start':new Date().getTime(),event:'gtm.js'});var f=d.getElementsByTagName(s)[0],j=d.createElement(s),dl=l!='dataLayer'?'&l='+l:'';j.async=true;j.src='https://www.googletagmanager.com/gtm.js?id='+i+dl;f.parentNode.insertBefore(j,f);})(window,document,'script','dataLayer','GTM-K279D39R'); Browse Preprints In Review Journals COVID-19 Preprints AJE Video Bytes Research Tools Research Promotion AJE Professional Editing AJE Rubriq About Preprint Platform In Review Editorial Policies Our Team Advisory Board Help Center Sign In Submit a Preprint Cite Share Download PDF Research Article Regional Hazard Assessment of Rainfall–Induced Landslide Considering Human Activity Intensity Gang Xu, Xiaoqi He, Cheng Huang, Xuexi Yang, Qinghao Liu This is a preprint; it has not been peer reviewed by a journal. https://doi.org/ 10.21203/rs.3.rs-7646036/v1 This work is licensed under a CC BY 4.0 License Status: Posted Version 1 posted You are reading this latest preprint version Abstract Landslide hazard assessment denotes the systematic evaluation of the likelihood of landslide occurrence within a defined temporal and spatial context. Rainfall-induced landslide hazard assessment methods often fail to adequately consider the impacts of human activities, resulting in assessments that lack sufficient accuracy to meet practical demands. This study proposes an innovative dynamic assessment model that integrates both environmental factors and triggering factors, enabling regional hazard evaluations that account for the dual spatial constraints imposed by slopes and hazard-bearing bodies. The study proposes an objective estimation model for quantifying human activity intensity, utilizing the Criteria Importance Through Intercriteria Correlation (CRITIC) method and the Entropy Weight Method (EWM). Subsequently, random forest and Transformer models were employed to perform a progressive assessment of landslide susceptibility and hazard. Specifically, the dynamic assessment of rainfall-induced landslide hazard incorporated human activity intensity and rainfall characteristics as key triggering factors. The case study carried out in Zhenyuan County indicates that the model substantially improves and significantly increases the accuracy of disaster warnings and reduces the required hazard assessment area by approximately 40.6%, offering a targeted and valuable reference for early warning systems and decision-making of rainfall-induced landslides. rainfall-induced landslides human activity intensity random forests Transformer slope hazard-bearing bodies Full Text Supplementary Files Highlights.docx Cite Share Download PDF Status: Posted Version 1 posted You are reading this latest preprint version Research Square lets you share your work early, gain feedback from the community, and start making changes to your manuscript prior to peer review in a journal. As a division of Research Square Company, we’re committed to making research communication faster, fairer, and more useful. We do this by developing innovative software and high quality services for the global research community. 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Also discoverable on Platform About Our Team In Review Editorial Policies Advisory Board Help Center Resources Author Services Accessibility API Access RSS feed Manage Cookie Preferences © Research Square 2026 | ISSN 2693-5015 (online) Privacy Policy Terms of Service Do Not Sell My Personal Information {"props":{"pageProps":{"initialData":{"identity":"rs-7646036","acceptedTermsAndConditions":true,"allowDirectSubmit":true,"archivedVersions":[],"articleType":"Research Article","associatedPublications":[],"authors":[{"id":522479778,"identity":"59e696be-eecb-45fe-a4b8-98812a6c338b","order_by":0,"name":"Gang Xu","email":"","orcid":"","institution":"Zhejiang College of Security Technology","correspondingAuthor":false,"prefix":"","firstName":"Gang","middleName":"","lastName":"Xu","suffix":""},{"id":522479779,"identity":"8d8b55ea-223c-4bf3-b43b-ff30dce867d6","order_by":1,"name":"Xiaoqi He","email":"","orcid":"","institution":"Central South 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Rainfall-induced landslide hazard assessment methods often fail to adequately consider the impacts of human activities, resulting in assessments that lack sufficient accuracy to meet practical demands. This study proposes an innovative dynamic assessment model that integrates both environmental factors and triggering factors, enabling regional hazard evaluations that account for the dual spatial constraints imposed by slopes and hazard-bearing bodies. The study proposes an objective estimation model for quantifying human activity intensity, utilizing the Criteria Importance Through Intercriteria Correlation (CRITIC) method and the Entropy Weight Method (EWM). Subsequently, random forest and Transformer models were employed to perform a progressive assessment of landslide susceptibility and hazard. Specifically, the dynamic assessment of rainfall-induced landslide hazard incorporated human activity intensity and rainfall characteristics as key triggering factors. The case study carried out in Zhenyuan County indicates that the model substantially improves and significantly increases the accuracy of disaster warnings and reduces the required hazard assessment area by approximately 40.6%, offering a targeted and valuable reference for early warning systems and decision-making of rainfall-induced landslides.\u003c/p\u003e","manuscriptTitle":"Regional Hazard Assessment of Rainfall–Induced Landslide Considering Human Activity Intensity","msid":"","msnumber":"","nonDraftVersions":[{"code":1,"date":"2025-10-14 05:56:11","doi":"10.21203/rs.3.rs-7646036/v1","editorialEvents":[{"type":"communityComments","content":0}],"status":"published","journal":{"display":true,"email":"[email protected]","identity":"researchsquare","isNatureJournal":false,"hasQc":true,"allowDirectSubmit":true,"externalIdentity":"","sideBox":"","snPcode":"","submissionUrl":"/submission","title":"Research Square","twitterHandle":"researchsquare","acdcEnabled":true,"dfaEnabled":false,"editorialSystem":"","reportingPortfolio":"","inReviewEnabled":false,"inReviewRevisionsEnabled":true}}],"origin":"","ownerIdentity":"2af8618a-ee61-4d66-a4ae-066dd3d605d2","owner":[],"postedDate":"October 14th, 2025","published":true,"recentEditorialEvents":[],"rejectedJournal":[],"revision":"","amendment":"","status":"posted","subjectAreas":[],"tags":[],"updatedAt":"2025-12-23T14:19:37+00:00","versionOfRecord":[],"versionCreatedAt":"2025-10-14 05:56:11","video":"","vorDoi":"","vorDoiUrl":"","workflowStages":[]},"version":"v1","identity":"rs-7646036","journalConfig":"researchsquare"},"__N_SSP":true},"page":"/article/[identity]/[[...version]]","query":{"redirect":"/article/rs-7646036","identity":"rs-7646036","version":["v1"]},"buildId":"8U1c8b4HqxoKbykW_rLl7","isFallback":false,"isExperimentalCompile":false,"dynamicIds":[84888],"gssp":true,"scriptLoader":[]}