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Attention-enhanced Fourier neural operator for stochastic seismic response analysis and reliability assessment

delete2026-05-13
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PRE
AI
R
Rongxiu Chen
T
Tong Zhou *
H
Hongkang Pan
C
Chul‐Woo Kim *
DOI:10.1016/j.strusafe.2026.102722delete
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Abstract

Abstract

En 中文
• A neural operator for seismic response trajectory prediction is proposed. • Stochastic response analysis is conducted by integrating neural operator and PDEM. • Dynamic reliability analysis is performed via an error-informed two-stage strategy. • Substantial speedup over the state-of-art workflow is achieved.
Keywords:
neural operator
seismic response
stochastic analysis
reliability assessment
Fourier transform

Journal

Structural Safety cover
Structural Safety
IF:
6.3
Papers:
1.4K
Citations:
7.0K

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