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基于频谱分布分析及神经网络的点焊超声检测 被引量:1

Ultrasonic testing of spot weld based on spectrum analysis and artificial neural network
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摘要 分析了检测信号的频谱分布,采用小波分析的方法提取了能够描述点焊超声波频谱分布特征及功率特征的超声检测特征值.由这些检测特征值构成超声特征矢量,结合BP神经网络的模式识别功能对点焊直径进行精确分类与识别.与传统时域分析方法相比较,具备更高识别能力、更高的识别效率、更少的识别特征以及更小的外部干扰因素. The spectrum of testing signal for the spot weld test is analyzed and the characteristic vector which can indicate the characteristics of the signal spectrum of ultrasonic signals for spot weld is obtained.Through using the vector as input data,an artificial neural network is proposed to classify the resistance spot welds in the different diameter level.The testing method proposed in the paper has the advantages of higher recognition ability,higher efficiency and smaller interference factors compared to the traditional methods.
出处 《焊接学报》 EI CAS CSCD 北大核心 2009年第10期76-80,共5页 Transactions of The China Welding Institution
关键词 电阻点焊 超声检测 神经网络 特征矢量 resistance spot weld ultrasonic testing artificial neural network characteristic vector
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  • 1杨思乾,张晨曙,谭义明.超声水浸聚焦法检测1Cr18Ni9Ti点焊熔核直径[J].焊接技术,1995,24(5):12-14. 被引量:3
  • 2全国锅炉压力容器无损检测人员资格鉴定考核委员会编.超声波探伤[M].北京:劳动人事出版社,1989..
  • 3Donald J Spinella, John R Brockenbrough, Joseph M Fridy.Trends in aluminum resistance spot welding for the auto industry[J]. Welding Journal, 2005, 84(1): 34-40.
  • 4Mansour T. Ultrasonic inspection of spot welds in thin-gage steel[J]. Materials Evaluation, 1988, 46(5): 650-658.
  • 5Aytul Ercil, Yagmur Denizhan, Ahmet Okcular, et al. Classification trees prove useful in nondestructive testing of spot weld quality[J]. Welding Journal, 1993, 72(9): 59-67.
  • 6Tusek J, Blatnik T. Ultrasonic detection of lack of fusion in spot welds[J]. Non-destructive Testing and Condition Monitoring, 2002, 44(11): 684-688.
  • 7Marty Jones. NDT of resistance spot welds: Trends and spikes[J]. Material Evaluation, 1999, 57(9): 1243-1248.
  • 8Shinobu Satonak, Kin-ichi Matsuyama. Review on inspectiontechniques for spot welds[J]. Welding Research Abroad, 2001, 47(2): 4-10.
  • 9王小民 廉国选 李明轩.阻抗非匹配分层介质反射谱分析[J].声学技术,2001,20:182-184.
  • 10BrekhovskikhLM.多层介质中的波[M].北京:科学出版社(第二版),1985.11-12.

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