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首页> 外文期刊>International Journal of Innovative Computing Information and Control >EXTRACTION AND SCREENING OF KNEE JOINT VIBROARTHROGRAPHIC SIGNALS USING THE EMPIRICAL MODE DECOMPOSITION METHOD
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EXTRACTION AND SCREENING OF KNEE JOINT VIBROARTHROGRAPHIC SIGNALS USING THE EMPIRICAL MODE DECOMPOSITION METHOD

机译:经验模态分解法提取关节关节的关节造影信号

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摘要

This study presents a method for the extraction and screening of knee joint vibroarthrographic (VAG) signals using an Empirical Mode Decomposition (EMD) technique. The proposed analysis method is based on the Hilbert Huang transform, which is a powerful tool for the analysis of non-stationary and non-linear time series and basically consists of an empirical mode decomposition method and Hilbert spectral analysis. A technique for time-frequency analysis of the extracted vibration signals is proposed with the goal of diagnosing knee joint diseases. The performance of the EMD technique is verified experimentally. The screening accuracy of the statistical pattern classification is 85.3% in Vibroarthrographic signals. The results confirm that the proposed approach is indeed feasible for the noninvasive diagnosis and monitoring of articular cartilage pathology.
机译:这项研究提出了一种使用经验模式分解(EMD)技术提取和筛选膝关节振动性关节炎(VAG)信号的方法。所提出的分析方法基于希尔伯特·黄变换,它是分析非平稳和非线性时间序列的有力工具,主要由经验模式分解方法和希尔伯特谱分析组成。提出了一种提取振动信号的时频分析技术,旨在诊断膝关节疾病。 EMD技术的性能已通过实验验证。统计模式分类的筛查准确性在振动心动图信号中为85.3%。结果证实了所提出的方法对于关节软骨病理的无创诊断和监测确实是可行的。

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  • 作者单位

    Department of Mechanical Engineering National Central University No. 300, Jhongda Rd., Jhongli City, Taoyuan County 32001, Taiwan;

    Department of Mechanical Engineering National Central University No. 300, Jhongda Rd., Jhongli City, Taoyuan County 32001, Taiwan;

    Division of Nerve Repair Department of Neurosurgery Neurological Institute Taipei Veterans General Hospital No. 201, Sec. 2, Shipai Rd., Beitou District, Taipei City 11217, Taiwan,School of Medicine National Yang-Ming University No. 155, Sec. 2, Linong Street, Taipei 11221, Taiwan;

    Department of Biomedical Engineering Hungkuang University No. 1018, Sec. 6, Taiwan Boulevard, Shalu District, Taichung City 43302, Taiwan;

    China Engine Corporation Taoyuan County 337, Taiwan;

    Department of Mechanical Engineering National Central University No. 300, Jhongda Rd., Jhongli City, Taoyuan County 32001, Taiwan;

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  • 原文格式 PDF
  • 正文语种 eng
  • 中图分类
  • 关键词

    Vibroarthrographic; Empirical mode decomposition;

    机译:振动心电图经验模式分解;

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