Junjie Ma

Dynamic and Probabilistic Multi-class Prediction of Tunnel Squeezing Intensity

Yu Chen, Tianbin Li, Peng Zeng et al. · Rock Mechanics and Rock Engineering · 2020 · 34 citations

Computational Science, Engineering, Machine Learning +10

Real-time classification model for tunnel surrounding rocks based on high-resolution neural network and structure–optimizer hyperparameter optimization

Junjie Ma, Chunchi Ma, Tianbin Li et al. · Computers and Geotechnics · 2024 · 34 citations

Geotechnical Engineering, Hyperparameter Estimation, Engineering +11

A real-time intelligent classification model using machine learning for tunnel surrounding rock and its application

Junjie Ma, Tianbin Li, Gang Yang et al. · Georisk Assessment and Management of Risk for Engineered Systems and Geohazards · 2023 · 33 citations

Artificial Intelligence, Underground Infrastructure, Engineering +18

A probability prediction method for the classification of surrounding rock quality of tunnels with incomplete data using Bayesian networks

Junjie Ma, Tianbin Li, Xiang Li et al. · Scientific Reports · 2022 · 19 citations · Full text

Novel multifractal-based classification model for the quality grades of surrounding rock within tunnels

Junjie Ma, Tianbin Li, Zheng Zhang et al. · Underground Space · 2024 · 14 citations · Full text