Interactive effects of process parameters and porosity defect evaluation in thermoplastic composite resistance welding:A model-data-driven AOA-BP neural network frameworkOA
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
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,ChinaState 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,ChinaState Key Laboratory of Fine Chemicals,Liaoning High Performance Polymer Engineering Research Center,School of Chemical Engineering,Dalian University of Technology,Dalian,116024,ChinaShenyang Aircraft Industry(Group)Co.,Ltd.,Liaoning,Shenyang,110850,ChinaShenyang Aircraft Industry(Group)Co.,Ltd.,Liaoning,Shenyang,110850,ChinaState Key Laboratory of Fine Chemicals,Liaoning High Performance Polymer Engineering Research Center,School of Chemical Engineering,Dalian University of Technology,Dalian,116024,ChinaState 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,ChinaState 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
Thermoplastic composite materialResistance weldingFinite element modelMachine learningDefect analysis
Thermoplastic composite materialResistance weldingFinite element modelMachine learningDefect analysis
《防务技术》 2026 (5)
325-337,13
This work was supported by the National Key Research and Development Program"Advanced Structures and Composite Ma-terials"Special Project(Grant No.2024YFB3712800)"Ningbo 3315 Plan Innovation Team"(Grant No.2017A-28-C)the Funda-mental Research Funds for the Central Universities(Grant No.DUT22LAB605).
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