Chunxiao Ning

LSTM, WaveNet, and 2D CNN for nonlinear time history prediction of seismic responses

Chunxiao Ning, Yazhou Xie, Lijun Sun · Engineering Structures · 2023 · 98 citations

Engineering, Machine Learning, Data Science +7

Risk-Based Optimal Design of Seismic Protective Devices for a Multicomponent Bridge System Using Parameterized Annual Repair Cost Ratio

Chunxiao Ning, Yazhou Xie · Journal of Structural Engineering · 2022 · 26 citations

Engineering, Structural Performance, Structural Optimization +19

Convolutional variational autoencoder for ground motion classification and generation toward efficient seismic fragility assessment

Chunxiao Ning, Yazhou Xie · Computer-Aided Civil and Infrastructure Engineering · 2023 · 25 citations · Full text

Engineering, Machine Learning, Autoencoders +20

Enabling efficient regional seismic fragility assessment of multi‐component bridge portfolios through Gaussian process regression and active learning

Chunxiao Ning, Yazhou Xie, Henry V. Burton et al. · Earthquake Engineering & Structural Dynamics · 2024 · 21 citations · Full text

Engineering, Probabilistic Structural Fire Engineering, Fragility Results +19

The twenty-first century of structural engineering research: A topic modeling approach

Yazhou Xie, Chunxiao Ning, Lijun Sun · Structures · 2021 · 10 citations

Twenty-first Century, Engineering, Civil Engineering +10