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...

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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

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