期刊文献+

自适应滤波在近红外无创生化分析中的应用 被引量:13

Application of adaptive filter to noninvasive biochemical examination by near infrared spectroscopy
在线阅读 下载PDF
导出
摘要 提出用血流容积差光谱相减法来消除近红外无创生化分析中组织背景的干扰。为提高光谱相减中所需获得的脉搏波近红外光谱信号的信噪比,研究了自适应滤波处理方法。介绍了最小均方算法(LMS)自适应滤波的基本原理,在此基础上提出了一种适用于处理本实验脉搏波光谱信号的自适应滤波方法;采用实验室自行研制的16元近红外脉搏波采集系统,获得人体脉搏波光谱信号;最后,利用提出的自适应滤波方法处理脉搏波光谱信号并分析其滤波效果。结果表明,利用该方法处理采集的脉搏波信号,可使血流容积光谱相减后血液光谱吸光度噪声由800μAU降低至12μAU,相邻波长的脉搏波相关系数由0.994 0提高至0.999 9。分析结果说明该自适应滤波方法可以有效地应用于近红外无创生化分析中。 Subtracted blood volume spectrometry was employed to the noninvasive biochemical examination with near infrared spectroscopy(NIRS) to eliminate the influence of tissues.To raise the Signal to Noise Ratio(SNR) of the NIRS pulse wave signal needed by the spectral subtraction,an effective adaptive filter method was proposed to process the pulse wave signal.The principles of Least Mean Square(LMS) adaptive filter were described,and a new adaptive filtering way fit for the pulse wave signal of this experiment was proposed.Then,a 16-pixel near-infrared pulse wave acquisition system made by ourselves was used to collect the pulse wave signals of human body.Finally,the proposed adaptive filtering way was used to process the NIRS pulse wave signals and analyze the results.The result shows that the noise level of blood spectrum has reduced from 800 μAU to 12 μAU after spectral subtraction by using the proposed method,and the related coefficient of pulse wave of adjacent wavelength has raised from 0.994 0 to 0.999 9.The analysed result verifies that the method is effective in the NIR noninvasive biochemical examination area.
出处 《光学精密工程》 EI CAS CSCD 北大核心 2012年第4期873-879,共7页 Optics and Precision Engineering
基金 国家自然科学基金资助项目(No.60878052 60938002 61078038) 中国科学院知识创新工程领域前沿资助项目(No.Y00232Q100) 应用光学国家重点实验室开放基金资助项目(No.Y1Q03FQ113)
关键词 自适应滤波 最小均方算法 脉搏波 近红外光谱 无创生化分析 adaptive filtering Least Mean Square(LMS) algorithm pulse wave Near Infrared Spectroscopy(NIRS) noninvasive biochemical examination
  • 相关文献

参考文献6

二级参考文献54

  • 1季虎,孙即祥,毛玲.基于小波变换与形态学运算的ECG自适应滤波算法[J].信号处理,2006,22(3):333-337. 被引量:25
  • 2李刚,李尚颖,林凌,王焱,李晓霞,卢志杨.基于动态光谱的脉搏血氧测量精度分析[J].光谱学与光谱分析,2006,26(10):1821-1824. 被引量:17
  • 3Williams P, Norris K. Near-Infrared Technology in the Agricultural and Food Industries(Second Edition). American Association of Cereal Chemists, Inc. , 2001.
  • 4Chen J, Arnold M A, Small G W. Analytical Chemistry, 2004, 76(18) : 5405.
  • 5Maruo K, Tsurugi M, Tamura M, et al. Applied Spectroscopy, 2003, 57(10): 1236.
  • 6Saptari V, Youcef-Toumi K. Applied Optics, 2004, 43(13): 2680.
  • 7Olesberg J T, Arnold M A, Mermelstein C, et al. Applied Spectroscopy, 2005, 59(12): 1480.
  • 8Arnold M A, Small G W. Analytical Chemistry, 2005, 77(17): 5429.
  • 9Hertzman A K Proceeding of Soc. Exp. Biol. Med. , 1937, 37: 529.
  • 10MIT-BIH ECGdatabase[EB/OL]. http://www. physionet. org/physiotour/3/.

共引文献84

同被引文献101

引证文献13

二级引证文献59

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