Regional-scale nonlinear structural seismic response prediction by neural network

Z Xu, J Chen, J Shen, M Xiang - Engineering Failure Analysis, 2023 - Elsevier
Urban seismic damage assessment has recently become an emerging research topic due to
the accelerating global urbanization trend, to which the seismic responses of building …

Seismic fragility assessment of regional building portfolios using machine learning and Poisson binomial distribution

JY Ding, DC Feng, C Galasso - International Journal of Disaster Risk …, 2025 - Elsevier
Ongoing urbanization trends and the growing concentration of buildings in earthquake-
prone urban areas underscore the importance of probabilistic seismic performance …

Rapid seismic-damage assessment method for buildings on a regional scale based on spectrum-compatible data augmentation and deep learning

Q Cheng, A Li, H Ren, CP Chea, W Liao… - Soil Dynamics and …, 2024 - Elsevier
Rapid seismic-damage assessment of buildings on a regional scale is of considerable
significance for emergency response and recovery endeavors following earthquakes. Deep …