Cover image for Application of Machine Learning in Slope Stability Assessment
Title:
Application of Machine Learning in Slope Stability Assessment
Author:
Wengang, Zhang. author.
ISBN:
9789819927562
Edition:
1st ed. 2023.
Physical Description:
XIX, 201 p. 104 illus., 103 illus. in color. online resource.
Contents:
Overview -- Remote Sensing Techniques -- Machine Learning Algorithms -- Real-time Monitoring and Early Warning of Landslide -- Prediction of Slope Stability Using Ensemble Learning Techniques -- Application of LSTM and Prophet Algorithm in Slope Displacement Prediction -- Displacement Prediction of Jiuxianping Landslide using GRU Networks -- Efficient Seismic Stability Analysis of Slopes Subjected to Water Level Changes Using Gradient Boosting Algorithms -- Efficient Reliability Analysis of Slopes in Spatially Variable Soils Using XGBoost -- Efficient Time-variant Reliability Analysis of Bazimen Landslide in the TGRA Using XGBoost and LightGBM -- Future work recommendation.
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