Landslide susceptibility prediction using slope unit-based machine learning models considering the heterogeneity of conditioning factors
出版年份 2022 全文链接
标题
Landslide susceptibility prediction using slope unit-based machine learning models considering the heterogeneity of conditioning factors
作者
关键词
-
出版物
Journal of Rock Mechanics and Geotechnical Engineering
Volume -, Issue -, Pages -
出版商
Elsevier BV
发表日期
2022-08-11
DOI
10.1016/j.jrmge.2022.07.009
参考文献
相关参考文献
注意:仅列出部分参考文献,下载原文获取全部文献信息。- Probabilistic assessment of slope failure considering anisotropic spatial variability of soil properties
- (2022) Long-Long Chen et al. Geoscience Frontiers
- Displacement prediction of Jiuxianping landslide using gated recurrent unit (GRU) networks
- (2022) Wengang Zhang et al. Acta Geotechnica
- Application of machine learning, deep learning and optimization algorithms in geoengineering and geoscience: Comprehensive review and future challenge
- (2022) Wengang Zhang et al. GONDWANA RESEARCH
- Efficient rainwater harvesting planning using socio-environmental variables and data-driven geospatial techniques
- (2021) Hamid Darabi et al. Journal of Cleaner Production
- Hydrological control of soil thickness spatial variability on the initiation of rainfall-induced shallow landslides using a three-dimensional model
- (2021) Rita Tufano et al. Landslides
- Modelling multi-hazard threats to cultural heritage sites and environmental sustainability: The present and future scenarios
- (2021) Asish Saha et al. Journal of Cleaner Production
- Landslide Susceptibility Prediction Based on Remote Sensing Images and GIS: Comparisons of Supervised and Unsupervised Machine Learning Models
- (2020) Zhilu Chang et al. Remote Sensing
- Regional susceptibility assessments with heterogeneous landslide information: Slope unit- vs. pixel-based approach
- (2020) Liesbet Jacobs et al. GEOMORPHOLOGY
- Machine learning methods for landslide susceptibility studies: A comparative overview of algorithm performance
- (2020) Abdelaziz Merghadi et al. EARTH-SCIENCE REVIEWS
- Landslide susceptibility prediction based on a semi-supervised multiple-layer perceptron model
- (2020) Faming Huang et al. Landslides
- Integrating principal component analysis with statistically-based models for analysis of causal factors and landslide susceptibility mapping: A comparative study from the loess plateau area in Shanxi (China)
- (2020) Yaming Tang et al. JOURNAL OF CLEANER PRODUCTION
- Application of artificial intelligence to rock mechanics: An overview
- (2020) Abiodun Ismail Lawal et al. Journal of Rock Mechanics and Geotechnical Engineering
- Application of a GIS-based slope unit method for landslide susceptibility mapping along the rapidly uplifting section of the upper Jinsha River, South-Western China
- (2019) Xiaohui Sun et al. Bulletin of Engineering Geology and the Environment
- Investigation of the sequential excavation of a soil-rock-mixture slope using the numerical manifold method
- (2019) Yongtao Yang et al. ENGINEERING GEOLOGY
- Preparing first-time slope failures hazard maps: from pixel-based to slope unit-based
- (2019) Guillem Domènech et al. Landslides
- A review of statistically-based landslide susceptibility models
- (2018) Paola Reichenbach et al. EARTH-SCIENCE REVIEWS
- Implementing landslide path dependency in landslide susceptibility modelling
- (2018) Jalal Samia et al. Landslides
- A comparison of slope units and grid cells as mapping units for landslide susceptibility assessment
- (2018) Qianqian Ba et al. Earth Science Informatics
- Is the ROC curve a reliable tool to compare the validity of landslide susceptibility maps?
- (2018) V. Vakhshoori et al. Geomatics Natural Hazards & Risk
- Landslide Susceptibility Mapping and Comparison Using Decision Tree Models: A Case Study of Jumunjin Area, Korea
- (2018) Sung-Jae Park et al. Remote Sensing
- Slope unit-based approach for assessing regional seismic landslide displacement for deep and shallow failure
- (2018) Hao-Yu Tsai et al. ENGINEERING GEOLOGY
- A ROC analysis-based classification method for landslide susceptibility maps
- (2018) Isidro Cantarino et al. Landslides
- A Novel Hybrid Approach of Landslide Susceptibility Modeling Using Rotation Forest Ensemble and Different Base Classifiers
- (2018) Binh Thai Pham et al. Geocarto International
- Landslide susceptibility mapping based on self-organizing-map network and extreme learning machine
- (2017) Faming Huang et al. ENGINEERING GEOLOGY
- Handling high predictor dimensionality in slope-unit-based landslide susceptibility models through LASSO-penalized Generalized Linear Model
- (2017) Daniela Castro Camilo et al. ENVIRONMENTAL MODELLING & SOFTWARE
- Impact of event landslides on road networks: a statistical analysis of two Italian case studies
- (2017) Marco Donnini et al. Landslides
- The 4th World Landslide Forum: Landslide Research and Risk Reduction for Advancing the Culture of Living with Natural Hazards
- (2017) Irasema Alcántara-Ayala et al. International Journal of Disaster Risk Science
- Application of a GIS-Based Slope Unit Method for Landslide Susceptibility Mapping along the Longzi River, Southeastern Tibetan Plateau, China
- (2017) Fei Wang et al. ISPRS International Journal of Geo-Information
- Applying Information Theory and GIS-based quantitative methods to produce landslide susceptibility maps in Nancheng County, China
- (2016) Paraskevas Tsangaratos et al. Landslides
- Subsidence prediction and susceptibility zonation for collapse above goaf with thick alluvial cover: a case study of the Yongcheng coalfield, Henan Province, China
- (2015) Bin Zhang et al. Bulletin of Engineering Geology and the Environment
- Spatial prediction models for shallow landslide hazards: a comparative assessment of the efficacy of support vector machines, artificial neural networks, kernel logistic regression, and logistic model tree
- (2015) Dieu Tien Bui et al. Landslides
- Landslide susceptibility mapping using random forest, boosted regression tree, classification and regression tree, and general linear models and comparison of their performance at Wadi Tayyah Basin, Asir Region, Saudi Arabia
- (2015) Ahmed Mohamed Youssef et al. Landslides
- An object-based approach for semi-automated landslide change detection and attribution of changes to landslide classes in northern Taiwan
- (2015) Daniel Hölbling et al. Earth Science Informatics
- Producing a landslide inventory map using pixel-based and object-oriented approaches optimized by Taguchi method
- (2013) Vahid Moosavi et al. GEOMORPHOLOGY
- The Varnes classification of landslide types, an update
- (2013) Oldrich Hungr et al. Landslides
- A Semi-Automated Object-Based Approach for Landslide Detection Validated by Persistent Scatterer Interferometry Measures and Landslide Inventories
- (2012) Daniel Hölbling et al. Remote Sensing
- Landslide susceptibility assessment: what are the effects of mapping unit and mapping method?
- (2011) A. Erener et al. Environmental Earth Sciences
- Remote sensing and GIS-based landslide hazard analysis and cross-validation using multivariate logistic regression model on three test areas in Malaysia
- (2010) Biswajeet Pradhan ADVANCES IN SPACE RESEARCH
- Prediction of soil depth using environmental variables in an anthropogenic landscape, a case study in the Western Ghats of Kerala, India
- (2009) Sekhar L. Kuriakose et al. CATENA
Add your recorded webinar
Do you already have a recorded webinar? Grow your audience and get more views by easily listing your recording on Peeref.
Upload NowCreate your own webinar
Interested in hosting your own webinar? Check the schedule and propose your idea to the Peeref Content Team.
Create Now