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Slope with Predetermined Shear Plane Stability Predictions under Cyclic Loading with Innovative Time Series Analysis
Tingyao Wu1, Hongan Yu2, Nan Jiang1
1Faculty of Engineering, China University of Geosciences (Wuhan), Wuhan 430074, China.
Sensors (Basel, Switzerland)
|April 12, 2022
Summary
This study introduces a mechanical learning method to predict slope stability coefficients under seismic loads. The approach accurately forecasts changes in stability, aiding landslide risk assessment.
Area of Science:
- Geotechnical Engineering
- Computational Mechanics
- Seismology
Background:
- Slope stability analysis is crucial for infrastructure safety, especially under seismic conditions.
- Cyclic seismic loads can induce strain softening and lead to landslides.
- Predicting slope stability coefficients requires understanding complex soil behavior under dynamic loading.
Purpose of the Study:
- To develop a mechanical learning method for predicting slope stability coefficients under cyclic seismic loads.
- To investigate the influence of cyclic loading parameters on soil strain softening and fracture propagation.
- To establish a predictive model for slope stability coefficients based on time-series data.
Main Methods:
- Simulating cyclic shear tests on soil specimens to observe strain softening.
- Applying Sarma's limit equilibrium method to analyze stability coefficients under varying cyclic loads.
- Utilizing Box-Jenkins modeling for time-series prediction of stability coefficients via mechanical learning.
Main Results:
- Coordination number reduction accurately indicates strain softening.
- Shear stress reduction and cyclic stress amplitudes influence fracture zone penetration and strain softening.
- Confining pressure has a limited effect on inhibiting strain softening.
- Mechanical learning accurately predicts stability coefficient patterns without loading.
Conclusions:
- The proposed mechanical learning method offers a reliable approach for predicting slope stability coefficients.
- Understanding strain softening indicators and the impact of cyclic loading is vital for landslide prediction.
- This research bridges geological landslide investigation with theoretical stability prediction.
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