期刊文献+

基于小波分析的锂电池空耦超声信号降噪研究 被引量:7

Research on Noise Reduction of Air-Coupled Ultrasonic Signal of Lithium Battery Based on Wavelet Analysis
在线阅读 下载PDF
导出
摘要 空耦超声波检测是锂电池无损检测的一种新型方法,在空耦超声波检测锂电池时,由于较低的声波透射率、硬件系统的噪声以及声波在电池中的散射噪声导致采集的超声波信号含有大量噪声,将有效信息淹没,信噪比较低.本文用400 k聚焦探头采集锂电池空耦透射信号,利用小波阈值去噪技术,通过对比信号的信噪比得出选择sym11,db10,coif5小波基,在分解层数为7~10层时,能将有效透射信号与缺陷分离.其中sym11小波基在分解层数为9层时处理的信号达到了最高的信噪比. The air-coupled ultrasonic detection is a new method for non-destructive testing of lithium batteries.When the ultrasonic coupling was used to detect lithium batteries,the ultrasonic signals collected due to the lower acoustic transmittance,the noise of the hardware system and the scattering noise of the acoustic waves in the battery contain a lot of noise,drowning effective information,and getting signal-to-noise ratio.In this paper,the 400 k focus probe was used to collect the air-coupled transmission signal of lithium battery.The wavelet threshold denoising technique was used to compare the signal-to-noise ratio of the signal to obtain the sym11,db10,and coif5 wavelet bases.When the number of decomposition layers was 7~10,the effective transmission signal can be separated from the defects.The sym11 wavelet base achieved the highest signal-to-noise ratio in the signal with 9 decomposition layers.
作者 张曼 王明泉 杨顺民 郭瑞琦 ZHANG Man;WANG Mingquan;YANG Shunmin;GUO Ruiqi(School of Information and Communication Engineering, North University of China, Taiyuan 030051, China)
出处 《测试技术学报》 2020年第4期304-310,共7页 Journal of Test and Measurement Technology
基金 山西省国际科技合作资助项目(201803D421032)。
关键词 锂电池 空耦超声波 小波降噪 信噪比 lithium battery air-coupled ultrasonic wavelet noise reduction signal-to-noise ratio
  • 相关文献

参考文献5

二级参考文献51

  • 1罗元国,王保良,黄志尧,李海青.空气耦合式超声波无损检测技术的发展及展望[J].仪器仪表学报,2005,26(z2):742-744. 被引量:17
  • 2陈益,李书.改进的小波阈值消噪法应用于超声信号处理[J].北京航空航天大学学报,2006,32(4):466-470. 被引量:41
  • 3叶裕雷,戴文战.一种基于新阈值函数的小波信号去噪方法[J].计算机应用,2006,26(7):1617-1619. 被引量:47
  • 4IMIELINISKA K, CASTAINGS M, WOJTYRA R, et al. Air-coupled ultrasonic C-scan technique in impact response testing of carbon fibre and hybrid: Glass, carbon and Kevlar/epoxy composites[J]. Journal of Materials Processing Technology, 2004, 157-158(2004): 513-522.
  • 5MCINTYRE C S, HUTCHINS D A, BILLSON D R, et al. The use of air-coupled ultrasound to test paper[J]. IEEE Transactions on Ultrasonics Ferroelectrics and Frequency Control, 2001, 48(3): 717-727.
  • 6SCHINDEL D W, HUTCHINS D A, ZOU L, et al. The design and characterization of micromachined air-coupled capacitance transducers[J]. IEEE Transactions on Ultrasonics Ferroelectrics and Frequency Control, 1995, 42(1): 42-50.
  • 7LINAS S, ANDRIUS C, VYTAUTAS D. Efficient high voltage pulser for piezoelectric air coupled transducer[J]. Ultrasonics, 2013, 53(1): 225-231.
  • 8GREEN R E. Non-contact ultrasonic techniques[J]. Ultrasonics, 2004, 42(1-9): 9-16.
  • 9BERRIMAN J R, HUTCHINS D A, NEILD A, et al. The application of time-frequency analysis to the air-coupled ultrasonic testing of concrete[J]. IEEE Transactions on Ultrasonics Ferroelectrics and Frequency Control, 2006, 53(4): 768-776.
  • 10ABBATE A, KOAY J, FRANKEL J, et al. Signal detection and noise suppression using a wavelet transform signal processor : Application to ultrasonic flaw detection[J]. IEEE Transactions on Ultrasonics Ferroelectrics and Frequency Control, 1997, 44(1): 14-26.

共引文献43

同被引文献59

引证文献7

二级引证文献25

相关作者

内容加载中请稍等...

相关机构

内容加载中请稍等...

相关主题

内容加载中请稍等...

浏览历史

内容加载中请稍等...
;
使用帮助 返回顶部