Derek B. Apel

Machine learning methods for rockburst prediction-state-of-the-art review

Yuanyuan Pu, Derek B. Apel, Victor Liu et al. · International Journal of Mining Science and Technology · 2019 · 176 citations · Full text

Image Recognition of Coal and Coal Gangue Using a Convolutional Neural Network and Transfer Learning

Yuanyuan Pu, Derek B. Apel, Alicja Szmigiel et al. · Energies · 2019 · 142 citations · Full text

Image Recognition, Image Classification, Convolutional Neural Network +15

Rockburst prediction in kimberlite with unsupervised learning method and support vector classifier

Yuanyuan Pu, Derek B. Apel, Huawei Xu · Tunnelling and Underground Space Technology · 2019 · 121 citations

Data Classification, Support Vector Classifier, Support Vector Machine +14

Using machine learning approach for microseismic events recognition in underground excavations: Comparison of ten frequently-used models

Yuanyuan Pu, Derek B. Apel, Robert A. Hall · Engineering Geology · 2020 · 84 citations · Full text

Geotechnical Engineering, Earthquake Engineering, Ten Frequently-used Models +15

Use of machine learning algorithms to assess the state of rockburst hazard in underground coal mine openings

Łukasz Wojtecki, Sebastian Iwaszenko, Derek B. Apel et al. · Journal of Rock Mechanics and Geotechnical Engineering · 2021 · 83 citations · Full text