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Detection of Chondromalacia Patellae by Analysis of Intrinsic Mode Functions in Knee-Joint Vibration Signals
  • ISSN号:1004-0552
  • 期刊名称:《中国生物医学工程学报:英文版》
  • 分类:TP277[自动化与计算机技术—控制科学与工程;自动化与计算机技术—检测技术与自动化装置] TQ637[化学工程—精细化工]
  • 作者机构:[1]Department of Communication Engineering, School of lnformation Science and Technology, Xiamen University,Xiamen 361005, Fujian Province, China, [2]Department of Orthopedics, Zhongshan Hospital Xiamen University, Xiamen 361005, Fujian Province, China, [3]Department of Electrical and Computer Engineering, Ryerson University, Toronto, ON, Canada
  • 相关基金:The Fundamental Research Funds for the Central Universities of China;grant number:2010121061 and 2010121062;The Natural Science Foundation of Fujian;grant number:2011J01371;The National Natural Science Foundation of China;grant number:81101115
中文摘要:

This paper presents the knee-joint vibration signal processing and pathological localization procedures using the empirical mode decomposition for patients with chondrom alacia patellae.The artifacts of baseline wander and random noise were identified in the decomposed monotonic trend and intrinsic mode functions (IMF) using the modeling method of probability density function and the confidence limit criterion.Then, the fluctuation parts in the signal were detected by the signal method turning for count. The results demonstrated that the quality of reconstructed signal can be greatly improved, with the removal of the baseline wander(adaptive trend) and the Gaussian distributed random noise. By detecting the turn signals in the artifact-free signal, the pathological segments related to chondrom alacia patellae can be effectively localized with the beginning and ending points of the span of turn signals.

英文摘要:

This paper presents the knee-joint vibration signal processing and pathological localization procedures using the empirical mode decomposition for patients with chondromalacia patellae. The artifacts of baseline wander and random noise were identified in the decomposed monotonic trend and intrinsic mode functions (IMF) using the modeling method of probability density function and the confidence limit criterion. Then, the fluctuation parts in the signal were detected by the signal method turning for count. The results demonstrated that the quality of reconstructed signal can be greatly improved, with the removal of the baseline wander (adaptive trend) and the Gaussian distributed random noise. By detecting the turn signals in the artifact-free signal, the pathological segments related to chondromalacia patellae can be effectively localized with the beginning and ending points of the span of turn signals.

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期刊信息
  • 《中国生物医学工程学报:英文版》
  • 主管单位:
  • 主办单位:中国生物医学工程学会 天津泰达生物材料与医学工程研究所
  • 主编:顾方舟
  • 地址:北京东单3条5号
  • 邮编:100005
  • 邮箱:
  • 电话:010-65296448
  • 国际标准刊号:ISSN:1004-0552
  • 国内统一刊号:ISSN:11-2953/R
  • 邮发代号:
  • 获奖情况:
  • 国内外数据库收录:
  • 被引量:24