Prior knowledge‐infused neural network for efficient performance assessment of structures through few‐shot incremental learning

SZ Chen, DC Feng, E Taciroglu - Computer‐Aided Civil and …, 2024 - Wiley Online Library
Structural seismic safety assessment is a critical task in maintaining the resilience of existing
civil and infrastructures. This task commonly requires accurate predictions of structural …

Seismic response prediction and parameters estimation of the frame structure equipped with the base isolation-fluid inerter system (FS-BIFI) based on the PI-LSTM …

Y Liao, H Tang, R Li, L Ran, L Xie - Engineering Structures, 2024 - Elsevier
This paper introduces a novel approach, the physics-informed long short-term memory (PI-
LSTM) model, to address the forward and inverse problems of the frame structure equipped …