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An embedded device for real-time noninvasive intracranial pressure estimation

机译:一种用于实时无创颅内压估计的嵌入式设备

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摘要

Monitoring of intracranial pressure (ICP) is key in many neurological conditions for diagnosis and guiding therapy. Current monitoring methods are highly invasive, limiting their use to the most critically ill patients. Based on a previously developed approach to noninvasive ICP estimation from cerebral blood flow velocity (CBFV) and arterial blood pressure (ABP) waveforms, I have implemented the algorithm on an embedded device (LPC4337 microcontroller) that can produce real-time estimates of ICP from noninvasively-obtained ABP and CBFV measurements. I have also fabricated a medical device prototype complete with peripheral interfaces for ABP and CBFV monitoring hardware and display and recording functionality for clinical use and post-acquisition analysis. The current device produces a mean estimate of ICP once per minute and can perform the necessary computations in 410 ms, on average. Real-time estimates of noninvasive ICP differed from the original batch-mode MATLAB implementation of the algorithm by 0.34 mmHg (RMSE). The contributions of this thesis take a step toward the goal of real-time noninvasive ICP estimation in a variety of clinical settings.
机译:颅内压(ICP)的监测是许多神经系统疾病的诊断和指导治疗的关键。当前的监测方法是高度侵入性的,将它们的使用限制为最危重的患者。基于先前开发的从脑血流速度(CBFV)和动脉血压(ABP)波形进行无创ICP估计的方法,我在嵌入式设备(LPC4337微控制器)上实现了该算法,该算法可以从无创获取的ABP和CBFV测量值。我还制造了一个医疗设备原型,该原型具有用于ABP和CBFV监视硬件的外围接口,以及用于临床和采集后分析的显示和记录功能。当前设备每分钟产生一次ICP的平均估计值,平均可以在410 ms内执行必要的计算。无创ICP的实时估计与算法的原始批处理模式MATLAB实现相差0.34 mmHg(RMSE)。本论文的贡献朝着在各种临床环境中实时无创ICP估算的目标迈出了一步。

著录项

  • 作者

    Matthews, Jonathan Martin;

  • 作者单位
  • 年度 2016
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  • 原文格式 PDF
  • 正文语种 eng
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