Presentation Information

[III-184]Efforts to Improve the Prediction Accuracy of Over-excavation Estimation Methods Using Machine Learning-Data Duplication with SMOTE-

*Takeru Akutsu1, Kazuo Sakai1, Shunntarou Miyanaga1, Kazuki Ikeda1, Keizou Soga1 (1. TAISEI CORPORATION)

Keywords:

mountain tunnel,blasting plan,drilling pattern,MWD data,machine learning,SMOTE