Zhenyu Liu

Remaining Useful Life Prediction Using a Novel Feature-Attention-Based End-to-End Approach

Hui Liu, Zhenyu Liu, Weiqiang Jia et al. · IEEE Transactions on Industrial Informatics · 2020 · 289 citations

Convolutional Neural Network, Engineering, Machine Learning +22

Prediction of geological conditions for a tunnel boring machine using big operational data

Qianli Zhang, Zhenyu Liu, Jianrong Tan · Automation in Construction · 2019 · 241 citations

Geotechnical Engineering, Tunnel Boring Machine, Underground Infrastructure +13

Petri-net-based dynamic scheduling of flexible manufacturing system via deep reinforcement learning with graph convolutional network

Liang Hu, Zhenyu Liu, Weifei Hu et al. · Journal of Manufacturing Systems · 2020 · 195 citations

Petri-net-based Dynamic Scheduling, Engineering, Deep Reinforcement +9

Isogeometric Analysis of functionally graded porous plates reinforced by graphene platelets

Keyan Li, Di Wu, Xiaojun Chen et al. · Composite Structures · 2018 · 174 citations

Materials Science, Engineering, Isogeometric Analysis +6

TBM performance prediction with Bayesian optimization and automated machine learning

Qianli Zhang, Weifei Hu, Zhenyu Liu et al. · Tunnelling and Underground Space Technology · 2020 · 124 citations

Model Optimization, Engineering, Machine Learning +10