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Understanding differences between healthy swallows and penetration-aspiration swallows via compressive sensing of tri-axial swallowing accelerometry signals

机译:通过三轴吞咽加速度计信号的压缩感测来了解健康吞咽和吞咽吸入吞咽之间的差异

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摘要

Swallowing accelerometry is a promising tool for non-invasive assessment of swallowing difficulties. A recent contribution showed that swallowing accelerometry signals for healthy swallows and swallows indicating laryn-geal penetration or tracheal aspiration have different time-frequency structures, which may be problematic for compressive sensing schemes based on time-frequency dictionaries. In this paper, we examined the effects of different swallows on the accuracy of a compressive sensing scheme based on modulated discrete prolate spheroidal sequences. We utilized tri-axial swallowing accelerometry signals recorded from four patients during routinely schedule videofluoroscopy exams. In particular, we considered 77 swallows approximately equally distributed between healthy swallows and swallows presenting with some penetration/aspiration. Our results indicated that the swallow type does not affect the accuracy of a considered compressive sensing scheme. Also, the results confirmed previous findings that each individual axis contributes different information. Our findings are important for further developments of a device which is to be used for long-term monitoring of swallowing difficulties.
机译:吞咽加速度测量法是一种用于非侵入性评估吞咽困难的有前途的工具。最近的一项研究表明,健康吞咽的吞咽加速度测量信号和表明喉咙穿透或气管抽吸的吞咽具有不同的时频结构,这对于基于时频词典的压缩感测方案可能会出现问题。在本文中,我们研究了不同吞咽对基于调制离散扁长球体序列的压缩感测方案精度的影响。我们利用例行时间表荧光透视检查中记录的四名患者的三轴吞咽加速度测量信号。特别是,我们认为77只燕子在健康燕子和有一定渗透/吸入现象的燕子之间平均分布。我们的结果表明,吞咽类型不会影响所考虑的压缩感测方案的准确性。而且,结果证实了先前的发现,即每个单独的轴都贡献不同的信息。我们的发现对于进一步开发用于长期监测吞咽困难的设备很重要。

著录项

  • 来源
    《Compressive sensing III》|2014年|91090M.1-91090M.6|共6页
  • 会议地点 Baltimore MD(US)
  • 作者单位

    Department of Electrical and Computer Engineering, Swanson School of Engineering, University of Pittsburgh, Pittsburgh, PA, 15261, USA;

    Department of Electrical and Computer Engineering, Swanson School of Engineering, University of Pittsburgh, Pittsburgh, PA, 15261, USA;

    Department of Communication Science and Disorders, School of Health and Rehabilitation Sciences, University of Pittsburgh, PA, 15260, USA;

    Department of Electrical and Computer Engineering, Swanson School of Engineering, University of Pittsburgh, Pittsburgh, PA, 15261, USA;

    Department of Communication Science and Disorders, School of Health and Rehabilitation Sciences, University of Pittsburgh, PA, 15260, USA;

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

    Swallowing difficulties; swallowing accelerometry signals; compressive sensing; modulated discrete prolate spheroidal sequences;

    机译:吞咽困难;吞咽加速度计信号;压缩感测调制离散扁长球体序列;
  • 入库时间 2022-08-26 14:31:02

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