Synapse
⌘+K
Synapse
PulseExploreClubsResearchersJournals
Instagram
HomeClubsExplore
January 21, 2023SHILAP Revista de lepidopterologíaOpen Access

Deep learning to assess the effects of land use/land cover and climate change on landslide susceptibility in the Tra Khuc river basin of Vietnam

View Full Paper
Ask AI
Bookmark
Share

Authors

QDQuan Vu Viet DuHNHuu Duy NguyenVPViet Thanh Pham

Discussion

Loading...

Member takes

Overview

Randomized trial examines landslide susceptibility influenced by land use and climate change in Vietnam, suggesting strategies for risk mitigation.

Key Points

  • This study aims to develop a method to evaluate how climate change and land use changes affect landslide susceptibility.
  • Developed machine learning models, including several radial basis function neural networks with various optimization techniques.
  • Utilized remote sensing data to assess changes in land cover and climate in the Tra Khuc river basin.
  • Evaluated model performance through AUC metrics, with values representing prediction accuracy.
  • RBFNN–QSA model outperformed others with an AUC of 0.98, indicating strong predictive ability.
  • Predicted increases in precipitation of 18% by 2030 and 25.1% by 2050.
  • The area highly susceptible to landslides is projected to decrease by approximately 400 km2 from 2010 to 2050.

Cite This Study

Du et al. (2023) studied this question.

synapsesocial.com/papers/69daca1500ab073a278392efhttps://doi.org/10.1080/10106049.2023.2172218
View Full Paper
Ask AI
Bookmark
Share

Also Consider

Synapse has enriched 5 closely related papers on similar clinical questions. Consider them for comparative context:

  1. 1Assessing the relationship between landslide susceptibility and land cover change using machine learning2024 · 2 citations
  2. 2Monitoring the effects of climate, land cover and land use changes on multi-hazards in the Gianh River watershed, Vietnam2024 · 2 citations
  3. 3Application of potential machine learning models in landslide susceptibility assessment: A case study of Van Yen district, Yen Bai province, Vietnam2024 · 19 citations
  4. 4AI-Empowered Near-realtime Operational Prediction System of Landslides in Lao Cai province, Vietnam2024
  5. 5Landslide Susceptibility Assessment Considering Time-Varying of Dynamic Factors2024 · 6 citations