Machine Learning Approaches for Slope Deformation Prediction Based on Monitored Time-Series Displacement Data: A Comparative Investigation

Machine Learning Approaches for Slope Deformation Prediction Based on Monitored Time-Series Displacement Data: A Comparative Investigation

Slope deformation prediction is one of the critical factors in the early warning of slope failure. Establishing an accurate slope deformation prediction model is important. Time-series displacement data of slopes directly reflect the deformation characteristics and stability properties of slopes. Th...

Full description

Bibliographic Details
Main Authors: Ning Xi, Qiang Yang, Yingjie Sun, Gang Mei
Format: Article
Language:English
Published: MDPI AG 2023-04-01
Series:Applied Sciences
Subjects:
slope deformation
time-series data
machine learning
long-short-term memory (LSTM)
transformer
Online Access:https://www.mdpi.com/2076-3417/13/8/4677

Internet

https://www.mdpi.com/2076-3417/13/8/4677

Similar Items