Laser Scanning Applications in Landslide Assessment

Front Matter....Pages i-xviii
Front Matter....Pages 1-1
Laser Scanning Systems in Landslide Studies....Pages 3-19
Front Matter....Pages 21-21
A Supervised Object-Based Detection of Landslides and Man-Made Slopes Using Airborne Laser Scanning Data....Pages 23-50
Optimized Rule Sets for Automatic Landslide Characteristic Detection in a Highly Vegetated Forests....Pages 51-68
Integration of LiDAR and QuickBird Data for Automatic Landslide Detection Using Object-Based Analysis and Random Forests....Pages 69-81
Front Matter....Pages 83-83
Debris Flow Source Identification in Tropical Dense Forest Using Airborne Laser Scanning Data and Flow-R Model....Pages 85-112
Front Matter....Pages 113-113
Landslide Susceptibility Modeling: Optimization and Factor Effect Analysis....Pages 115-132
Effects of the Spatial Resolution of Digital Elevation Models and Their Products on Landslide Susceptibility Mapping....Pages 133-150
Spatial Prediction of Landslide-Prone Areas Through k-Nearest Neighbor Algorithm and Logistic Regression Model Using High Resolution Airborne Laser Scanning Data....Pages 151-165
Spatial Prediction of Landslides Along Jalan Kota in Bandar Seri Begawan (Brunei) Using Airborne LiDAR Data and Support Vector Machine....Pages 167-178
Ensemble Disagreement Active Learning for Spatial Prediction of Shallow Landslide....Pages 179-191
Performance Evaluation and Sensitivity Analysis of Expert-Based, Statistical, Machine Learning, and Hybrid Models for Producing Landslide Susceptibility Maps....Pages 193-232
Front Matter....Pages 233-233
Slope Vulnerability and Risk Assessment Using High-Resolution Airborne Laser Scanning Data....Pages 235-251
Landslide Risk Assessment Using Multi-hazard Scenario Produced by Logistic Regression and LiDAR-Based DEM....Pages 253-275
Front Matter....Pages 277-277
Debris Flow Susceptibility Assessment Using Airborne Laser Scanning Data....Pages 279-296
Front Matter....Pages 297-297
Rockfall Hazard Assessment: An Overview....Pages 299-322
Application of LiDAR in Rockfall Hazard Assessment in Tropical Region....Pages 323-359