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A Bayesian parameter inversion method based on saddlepoint approximation prior

delete2026-05-08
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PRE
AI
J
Jikang Su
王玉萍 cover
王玉萍 (Yuping Wang)
J
Jiaxin Luo
Z
Zhiyuan Lu
X
Xianzhen Huang *
DOI:10.1016/j.probengmech.2026.103944delete
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Abstract

Abstract

En 中文
• A flexible prior construction strategy based on SPA is proposed to overcome the problem of relying on empirical assumptions in traditional prior modeling. • A Bayesian inversion method integrating SPA and iTMCMC is established. • Numerical examples verify the advantages of the proposed framework over traditional empirical-assumption-based methods. • Parameter inversion and reliability assessment of space truss structures are realized by this method.
Keywords:
Bayesian inversion
Saddlepoint approximation
Prior construction
Parameter estimation
Space truss structures

Journal

Probabilistic Engineering Mechanics cover
Probabilistic Engineering Mechanics
IF:
3.5
Papers:
1.7K
Citations:
4.1K

Organization

N
Northeastern University
Scholars:
2.5W
Papers: 1.6W
Citations: 3.0W