研究论文

A Bayesian physics-informed neural network model for probabilistic fatigue life assessment considering the size effect in additively manufactured materials

Qia Zhao, Jing Cao, Boda Wang, Yuan Tao, Xiang Xie, Weixing Yao

State Key Laboratory of Mechanical Structure Mechanics and Control　Nanjing University of Aeronautics and Astronautics

来源International Journal of Fatigue

年份2026

DOI10.1016/j.ijfatigue.2026.109526

原文https://doi.org/10.1016/j.ijfatigue.2026.109526

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630

626

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12.46

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同类平均 = 1

前 1%

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学术脉络

学科主题

工程

Additive Manufacturing Materials and Processes

Fatigue and fracture mechanics · High Temperature Alloys and Creep

参考文献 38

Bayesian neural network approach to short time load forecasting

Philippe Lauret, Éric Fock, Rija N. Randrianarivony · Energy Conversion and Management · 2007

被引 189

Data-driven evaluation of fatigue performance of additive manufactured parts using miniature specimens

H.Y. Wan, G.F. Chen, C.P. Li · Journal of Material Science and Technology · 2018

被引 80

Experimental investigation of the size effect in high cycle fatigue: Role of the defect population in cast aluminium alloys

Driss El Khoukhi, Franck Morel, Nicolas Saintier · International Journal of Fatigue · 2019

被引 80

此处列出前 3 条

引用本文 6

A self-heating-based physics-guided neural network for fatigue life prediction of polymer matrix composites

Aravind Premanand, Gaurav Sharma, Frank Balle · Materials & Design · 2026

被引 1

Key factors governing bending fatigue behavior and its evaluation methods in metal additive manufacturing: a review

Rongji Tang, Zainuddin Bin SAJURI, Peikai Zhang · Frontiers in Mechanical Engineering · 2026

被引 1

An adaptive Bayesian Physics-Informed neural network model for predicting the fatigue life of high-strength steel under non-uniform corrosion

Xuanrui Yu, Qianling Wang, Nima Khodadadi · Computer-Aided Civil and Infrastructure Engineering · 2026

被引 1

按被引量排序，此处列出前 3 条

A Bayesian physics-informed neural network model for probabilistic fatigue life assessment considering the size effect in additively manufactured materials

Qia Zhao, Jing Cao, Boda Wang, Yuan Tao, Xiang Xie, Weixing Yao

State Key Laboratory of Mechanical Structure Mechanics and Control　Nanjing University of Aeronautics and Astronautics

摘要与影响

摘要 · 节选

暂未获取摘要。可打开原文或 PDF，后续可基于全文生成更完整的速读。

逐年被引趋势

630

626

关键指标

被引次数 · OpenAlex

12.46

领域内被引倍数
同类平均 = 1

前 1%

引用位次
同领域 · 同年份 · 同类型

参考文献

Google Scholar 与 OpenAlex 的被引统计范围不同，数值存在差异属正常。