Landslide Susceptibility Prediction Based on Remote Sensing Images and GIS: Comparisons of Supervised and Unsupervised Machine Learning Models
出版年份 2020 全文链接
标题
Landslide Susceptibility Prediction Based on Remote Sensing Images and GIS: Comparisons of Supervised and Unsupervised Machine Learning Models
作者
关键词
-
出版物
Remote Sensing
Volume 12, Issue 3, Pages 502
出版商
MDPI AG
发表日期
2020-02-05
DOI
10.3390/rs12030502
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。- Temporal Probability Assessment and Its Use in Landslide Susceptibility Mapping for Eastern Bhutan
- (2020) Abhirup Dikshit et al. Water
- Assessment of advanced random forest and decision tree algorithms for modeling rainfall-induced landslide susceptibility in the Izu-Oshima Volcanic Island, Japan
- (2019) Jie Dou et al. SCIENCE OF THE TOTAL ENVIRONMENT
- A Comparative Study of Statistics-Based Landslide Susceptibility Models: A Case Study of the Region Affected by the Gorkha Earthquake in Nepal
- (2019) Sansar Meena et al. ISPRS International Journal of Geo-Information
- Planet Image-Based Inventorying and Machine Learning-Based Susceptibility Mapping for the Landslides Triggered by the 2018 Mw6.6 Tomakomai, Japan Earthquake
- (2019) Xiaoyi Shao et al. Remote Sensing
- Uncertainties of prediction accuracy in shallow landslide modeling: Sample size and raster resolution
- (2019) Ataollah Shirzadi et al. CATENA
- Eigenvector Spatial Filtering-Based Logistic Regression for Landslide Susceptibility Assessment
- (2019) Huifang Li et al. ISPRS International Journal of Geo-Information
- A deep learning algorithm using a fully connected sparse autoencoder neural network for landslide susceptibility prediction
- (2019) Faming Huang et al. Landslides
- Landslide Susceptibility Prediction Using Particle-Swarm-Optimized Multilayer Perceptron: Comparisons with Multilayer-Perceptron-Only, BP Neural Network, and Information Value Models
- (2019) Deying Li et al. Applied Sciences-Basel
- Sedimentological characteristics and application of machine learning techniques for landslide susceptibility modelling along the highway corridor Nahan to Rajgarh (Himachal Pradesh), India
- (2019) Vijendra Kumar Pandey et al. CATENA
- Parameters Derived from and/or Used with Digital Elevation Models (DEMs) for Landslide Susceptibility Mapping and Landslide Risk Assessment: A Review
- (2019) Nayyer Saleem et al. ISPRS International Journal of Geo-Information
- An Experimental Research on the Use of Recurrent Neural Networks in Landslide Susceptibility Mapping
- (2019) Begum Mutlu et al. ISPRS International Journal of Geo-Information
- Landslide susceptibility mapping using J48 Decision Tree with AdaBoost, Bagging and Rotation Forest ensembles in the Guangchang area (China)
- (2018) Haoyuan Hong et al. CATENA
- A review of statistically-based landslide susceptibility models
- (2018) Paola Reichenbach et al. EARTH-SCIENCE REVIEWS
- Object-oriented change detection and damage assessment using high-resolution remote sensing images, Tangjiao Landslide, Three Gorges Reservoir, China
- (2018) Faming Huang et al. Environmental Earth Sciences
- Flood susceptibility assessment in Hengfeng area coupling adaptive neuro-fuzzy inference system with genetic algorithm and differential evolution
- (2018) Haoyuan Hong et al. SCIENCE OF THE TOTAL ENVIRONMENT
- Landslide susceptibility modelling using GIS-based machine learning techniques for Chongren County, Jiangxi Province, China
- (2018) Wei Chen et al. SCIENCE OF THE TOTAL ENVIRONMENT
- Is the ROC curve a reliable tool to compare the validity of landslide susceptibility maps?
- (2018) V. Vakhshoori et al. Geomatics Natural Hazards & Risk
- Regional-scale back-analysis using TRIGRS: an approach to advance landslide hazard modeling and prediction in sparse data regions
- (2018) Luke Weidner et al. Landslides
- Landslide susceptibility assessment in the Nantian area of China: a comparison of frequency ratio model and support vector machine
- (2018) Faming Huang et al. Geomatics Natural Hazards & Risk
- A Novel Integrated Approach of Relevance Vector Machine Optimized by Imperialist Competitive Algorithm for Spatial Modeling of Shallow Landslides
- (2018) Dieu Tien Bui et al. Remote Sensing
- Landslide Susceptibility Mapping and Comparison Using Decision Tree Models: A Case Study of Jumunjin Area, Korea
- (2018) Sung-Jae Park et al. Remote Sensing
- A ROC analysis-based classification method for landslide susceptibility maps
- (2018) Isidro Cantarino et al. Landslides
- Landslide susceptibility assessment by TRIGRS in a frequently affected shallow instability area
- (2018) Mariantonietta Ciurleo et al. Landslides
- Novel GIS Based Machine Learning Algorithms for Shallow Landslide Susceptibility Mapping
- (2018) Ataollah Shirzadi et al. SENSORS
- Landslide Susceptibility Mapping Based on Weighted Gradient Boosting Decision Tree in Wanzhou Section of the Three Gorges Reservoir Area (China)
- (2018) Yingxu Song et al. ISPRS International Journal of Geo-Information
- Landslide susceptibility mapping based on self-organizing-map network and extreme learning machine
- (2017) Faming Huang et al. ENGINEERING GEOLOGY
- Assessment of susceptibility to rainfall-induced landslides using improved self-organizing linear output map, support vector machine, and logistic regression
- (2017) Gwo-Fong Lin et al. ENGINEERING GEOLOGY
- Landslide displacement prediction based on multivariate chaotic model and extreme learning machine
- (2017) Faming Huang et al. ENGINEERING GEOLOGY
- Shallow landslide susceptibility assessment using a novel hybrid intelligence approach
- (2017) Ataollah Shirzadi et al. Environmental Earth Sciences
- Large-scale slope remodelling by landslides – Geomorphic diversity and geological controls, Kamienne Mts., Central Europe
- (2017) Piotr Migoń et al. GEOMORPHOLOGY
- Prediction of groundwater levels using evidence of chaos and support vector machine
- (2017) Faming Huang et al. JOURNAL OF HYDROINFORMATICS
- Comparison of statistical methods and multi-time validation for the determination of the shallow landslide rainfall thresholds
- (2017) Yuri Galanti et al. Landslides
- Spatial prediction of rotational landslide using geographically weighted regression, logistic regression, and support vector machine models in Xing Guo area (China)
- (2017) Haoyuan Hong et al. Geomatics Natural Hazards & Risk
- Physically Based Susceptibility Assessment of Rainfall-Induced Shallow Landslides Using a Fuzzy Point Estimate Method
- (2017) et al. Remote Sensing
- Integration of Information Theory, K-Means Cluster Analysis and the Logistic Regression Model for Landslide Susceptibility Mapping in the Three Gorges Area, China
- (2017) Qian Wang et al. Remote Sensing
- Desertification Susceptibility Mapping Using Logistic Regression Analysis in the Djelfa Area, Algeria
- (2017) Farid Djeddaoui et al. Remote Sensing
- Application of Bivariate and Multivariate Statistical Techniques in Landslide Susceptibility Modeling in Chittagong City Corporation, Bangladesh
- (2017) Bayes Ahmed et al. Remote Sensing
- Stability Analysis of Hydrodynamic Pressure Landslides with Different Permeability Coefficients Affected by Reservoir Water Level Fluctuations and Rainstorms
- (2017) Faming Huang et al. Water
- Uncertainty of the Soil–Water Characteristic Curve and Its Effects on Slope Seepage and Stability Analysis under Conditions of Rainfall Using the Markov Chain Monte Carlo Method
- (2017) Weiping Liu et al. Water
- Variable-Weighted Linear Combination Model for Landslide Susceptibility Mapping: Case Study in the Shennongjia Forestry District, China
- (2017) Wei Chen et al. ISPRS International Journal of Geo-Information
- Comparative Assessment of Three Nonlinear Approaches for Landslide Susceptibility Mapping in a Coal Mine Area
- (2017) Qiaomei Su et al. ISPRS International Journal of Geo-Information
- A web-based GPS system for displacement monitoring and failure mechanism analysis of reservoir landslide
- (2017) Yuanyao Li et al. Scientific Reports
- Landslide displacement prediction using discrete wavelet transform and extreme learning machine based on chaos theory
- (2016) Faming Huang et al. Environmental Earth Sciences
- Effect of raster resolution and polygon-conversion algorithm on landslide susceptibility mapping
- (2016) E. Arnone et al. ENVIRONMENTAL MODELLING & SOFTWARE
- Vegetation cover and topography rather than human disturbance control gully density and sediment production on the Chinese Loess Plateau
- (2016) Jianlin Zhao et al. GEOMORPHOLOGY
- Landslide susceptibility assessment in Lianhua County (China): A comparison between a random forest data mining technique and bivariate and multivariate statistical models
- (2016) Haoyuan Hong et al. GEOMORPHOLOGY
- Comparison of four kernel functions used in support vector machines for landslide susceptibility mapping: a case study at Suichuan area (China)
- (2016) Haoyuan Hong et al. Geomatics Natural Hazards & Risk
- 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
- 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
- Time Series Analysis of Landslide Dynamics Using an Unmanned Aerial Vehicle (UAV)
- (2015) Darren Turner et al. Remote Sensing
- Landslide susceptibility mapping using geographically-weighted principal component analysis
- (2014) Hassanali Faraji Sabokbar et al. GEOMORPHOLOGY
- Landslide susceptibility mapping using multi-criteria evaluation techniques in Chittagong Metropolitan Area, Bangladesh
- (2014) Bayes Ahmed Landslides
- A novel ensemble decision tree-based CHi-squared Automatic Interaction Detection (CHAID) and multivariate logistic regression models in landslide susceptibility mapping
- (2014) Omar F. Althuwaynee et al. Landslides
- A comparative assessment of prediction capabilities of modified analytical hierarchy process (M-AHP) and Mamdani fuzzy logic models using Netcad-GIS for forest fire susceptibility mapping
- (2014) Hamid reza Pourghasemi et al. Geomatics Natural Hazards & Risk
- A novel ensemble bivariate statistical evidential belief function with knowledge-based analytical hierarchy process and multivariate statistical logistic regression for landslide susceptibility mapping
- (2013) Omar F. Althuwaynee et al. CATENA
- Landslide susceptibility mapping at central Zab basin, Iran: A comparison between analytical hierarchy process, frequency ratio and logistic regression models
- (2013) Himan Shahabi et al. CATENA
- On the Variation of NDVI with the Principal Climatic Elements in the Tibetan Plateau
- (2013) Jian Sun et al. Remote Sensing
- Development of an IKONOS image classification rule-set for multi-scale mapping of Mediterranean rural landscapes
- (2011) Christos G. Karydas et al. INTERNATIONAL JOURNAL OF REMOTE SENSING
- A comparison of landslide susceptibility maps produced by logistic regression, multi-criteria decision, and likelihood ratio methods: a case study at İzmir, Turkey
- (2011) Aykut Akgun Landslides
- 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
- Landslide Catastrophes and Disaster Risk Reduction: A GIS Framework for Landslide Prevention and Management
- (2010) Hamid Assilzadeh et al. Remote Sensing
Discover Peeref hubs
Discuss science. Find collaborators. Network.
Join a conversationCreate your own webinar
Interested in hosting your own webinar? Check the schedule and propose your idea to the Peeref Content Team.
Create Now