Penghui Lin

Multi-objective optimization for limiting tunnel-induced damages considering uncertainties

Limao Zhang, Penghui Lin · Reliability Engineering & System Safety · 2021 · 95 citations

Large-scale Global Optimization, Engineering, Uncertainty Quantification +4

Multi-objective robust optimization for enhanced safety in large-diameter tunnel construction with interactive and explainable AI

Penghui Lin, Limao Zhang, Robert L. K. Tiong · Reliability Engineering & System Safety · 2023 · 68 citations · Full text

Dynamic adaptive encoder-decoder deep learning networks for multivariate time series forecasting of building energy consumption

Jing Guo, Penghui Lin, Limao Zhang et al. · Applied Energy · 2023 · 46 citations

Energy Consumption, Engineering, Machine Learning +7

Physics-informed deep reinforcement learning for enhancement on tunnel boring machine's advance speed and stability

Penghui Lin, Maozhi Wu, Zhonghua Xiao et al. · Automation in Construction · 2023 · 39 citations

Tunnel Boring Machine, Engineering, Deep Reinforcement Learning +7

HExpPredict: <i>In Vivo</i> Exposure Prediction of Human Blood Exposome Using a Random Forest Model and Its Application in Chemical Risk Prioritization

Fanrong Zhao, Li Li, Penghui Lin et al. · Environmental Health Perspectives · 2023 · 33 citations · Full text