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Interactive effects of process parameters and porosity defect evaluation in thermoplastic composite resistance welding:A model-data-driven AOA-BP neural network framework

Yajie Feng Juan Xiao Hongjian Gu Fang Qi Zhiyuan Ning Xigao Jian Liangliang Shen Jian Xu

防务技术2026，Vol.59Issue(5)：325-337,13.

防务技术2026，Vol.59Issue(5)：325-337,13.DOI:10.1016/j.dt.2025.11.015

Interactive effects of process parameters and porosity defect evaluation in thermoplastic composite resistance welding:A model-data-driven AOA-BP neural network framework

Yajie Feng ¹Juan Xiao ¹Hongjian Gu ²Fang Qi ³Zhiyuan Ning ³Xigao Jian ²Liangliang Shen ¹Jian Xu¹

作者信息

1. State Key Laboratory of Fine Chemicals,Liaoning High Performance Polymer Engineering Research Center,School of Chemical Engineering,Dalian University of Technology,Dalian,116024,China||Zhejiang Key Laboratory of Data-Driven High-Safety Energy Materials and Applications,Ningbo Key Laboratory of Special Energy Materials and Chemistry,Ningbo Institute of Materials Technology and Engineering,Chinese Academy of Sciences,Ningbo,315201,China
2. State Key Laboratory of Fine Chemicals,Liaoning High Performance Polymer Engineering Research Center,School of Chemical Engineering,Dalian University of Technology,Dalian,116024,China
3. Shenyang Aircraft Industry(Group)Co.,Ltd.,Liaoning,Shenyang,110850,China
折叠

摘要

关键词

Thermoplastic composite material/Resistance welding/Finite element model/Machine learning/Defect analysis

Key words

Thermoplastic composite material/Resistance welding/Finite element model/Machine learning/Defect analysis

引用本文复制引用

Yajie Feng,Juan Xiao,Hongjian Gu,Fang Qi,Zhiyuan Ning,Xigao Jian,Liangliang Shen,Jian Xu..Interactive effects of process parameters and porosity defect evaluation in thermoplastic composite resistance welding:A model-data-driven AOA-BP neural network framework[J].防务技术,2026,59(5):325-337,13.

基金项目

This work was supported by the National Key Research and Development Program"Advanced Structures and Composite Ma-terials"Special Project(Grant No.2024YFB3712800) （Grant No.2024YFB3712800）

"Ningbo 3315 Plan Innovation Team"(Grant No.2017A-28-C) （Grant No.2017A-28-C）

the Funda-mental Research Funds for the Central Universities(Grant No.DUT22LAB605). （Grant No.DUT22LAB605）

防务技术

ISSN：2214-9147

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