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Modeling and optimization of aluminum-steel refill friction stir spot welding based on backpropagation neural network
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作者 Shi-yi Wang Yun-qiang Zhao +3 位作者 Korzhyk Volodymyr Hao-kun Yang Li-kun Li Bei-xian Zhang 《Journal of Iron and Steel Research International》 2025年第7期2104-2115,共12页
Refill friction stir spot welding process is difficultly optimized by accurate modeling because of the high-order functional relationship between welding parameters and joint strength.A database of the welding process... Refill friction stir spot welding process is difficultly optimized by accurate modeling because of the high-order functional relationship between welding parameters and joint strength.A database of the welding process was first established with 6061-T6 aluminum alloy and DP780 galvanized steel as base materials.This dataset was then optimized using a backpropagation neural network.Analyses and mining of the experimental data confirmed the multidimensional mapping relationship between welding parameters and joint strength.Subsequently,intelligent optimization of the welding process and prediction of joint strength were achieved.At the predicted welding parameter(plunging rotation speedω1=1733 r/min,refilling rotation speedω_(2)=1266 r/min,plunging depth p=1.9 mm,and welding speed v=0.5 mm/s),the tensile shear fracture load of the joint reached a maximum value of 10,172 N,while the experimental result was 9980 N,with an error of 1.92%.Furthermore,the correlation of welding parameters-microstructure-joint strength was established. 展开更多
关键词 Refill friction stir spot welding-Neural network welding parameter optimization MICROSTRUCTURE Joint strength
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Parameter optimization for tungsten carbide/Ni-based composite coating deposited by plasma transferred arc hardfacing 被引量:10
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作者 Ying WEI Xian-shun WEI +3 位作者 Bo CHEN Jian-yong ZUO Tian-cai MA Jun SHEN 《Transactions of Nonferrous Metals Society of China》 SCIE EI CAS CSCD 2018年第12期2511-2519,共9页
Ni-based composite coatings with a high content of tungsten carbides(Stelcar65composite coatings)were synthesized by plasma transferred arc(PTA)hardfacing.The welding parameters of Stelcar65composite coatings were opt... Ni-based composite coatings with a high content of tungsten carbides(Stelcar65composite coatings)were synthesized by plasma transferred arc(PTA)hardfacing.The welding parameters of Stelcar65composite coatings were optimized by orthogonal tests.The PTA welding parameters including welding current,powder feed rate and welding speed have significant influence on the tungsten carbide degradation.The values for the optimum welding current,powder feed rate and welding speed were determined to be100A,25g/min and40mm/min,respectively.The produced WC/Ni-based composite coatings were crack-and degradation-free.The microstructure of deposited layers,as well as the microstructure and microhardness of the optimal coating were further analyzed. 展开更多
关键词 plasma transferred arc hardfacing Ni-based composite MICROSTRUCTURE welding parameter optimization
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