Resources

Teaching Materials

1) Details about PMRF application: https://youtu.be/LxnA-Ilhx1A. 

2) Three-Minute Thesis Presentation 

3) Machine Learning Model IMPLEMENTATION for soil liquefaction study 

Research Materials

Journal Articles:

1) Explainable machine learning model for liquefaction potential assessment of soils using XGBoost-SHAP: GitHub_SDEE

2) Evaluation and analysis of liquefaction potential of gravelly soils using explainable probabilistic machine learning model: GitHub_COMGE

3) Liquefaction Potential Assessment of Soils Using Machine Learning Techniques: A State-of-the-Art Review from 1994–2021: GitHub_IJOG

4) Prediction of shear strain and excess pore water pressure response in liquefiable sands under cyclic loading using deep learning model: GitHub_8ICEGE

Note: The databases are shared based on the funder's and journals' policies. The rest of things will be shared as soon as the remaining research work is completed.