LSTM-augmented probability-informed neural network-driven evolution estimation for time-dependent reliability analysis

doi:10.1016/j.strusafe.2025.102652

LSTM-augmented probability-informed neural network-driven evolution estimation for time-dependent reliability analysis

2025-09-22

0

PRE

AI

DOI：10.1016/j.strusafe.2025.102652

Original

Original request for help

Save

Abstract

En 中文

• Proposed LPNE framework integrating LSTM with probability density evolution. • Enhanced PKDE accuracy through LSTM-driven stochastic sample augmentation. • Validated framework via four dynamic system cases, achieving high accuracy.

LSTM-augmented probability-informed neural network-driven evolution estimation for time-dependent reliability analysis

Abstract

Journal

Organization