Robotics & Machine Learning Daily News2024,Issue(Jun.24) :22-22.

Data on Machine Learning Described by a Researcher at Graduate School of Enginee ring (Identification of Respiratory Pauses during Swallowing by Unconstrained Me asuring Using Millimeter Wave Radar)

机器学习的数据由工程环研究生院的一名研究人员描述(使用毫米波雷达通过无限制Me测量识别吞咽过程中的呼吸暂停)

Robotics & Machine Learning Daily News2024,Issue(Jun.24) :22-22.

Data on Machine Learning Described by a Researcher at Graduate School of Enginee ring (Identification of Respiratory Pauses during Swallowing by Unconstrained Me asuring Using Millimeter Wave Radar)

机器学习的数据由工程环研究生院的一名研究人员描述(使用毫米波雷达通过无限制Me测量识别吞咽过程中的呼吸暂停)

扫码查看

摘要

由一名新闻记者-机器人与机器学习的工作人员新闻编辑每日新闻-人工智能的新数据在一份新的报告中呈现。根据NewsRx编辑在日本大阪的新闻报道,研究表明:“吞咽过程中呼吸暂停,暂停前后出现吸气可能会增加吸气的可能性,这是老年人的一个严重健康问题。”这项研究的资助者包括日本科学促进协会。我们的新闻记者从工程研究生院得到一句话:“因此,”本文提出了一种利用毫米波雷达测量吞咽时呼吸运动的方法,对20名健康成人进行了实验,结果表明,与带型传感器测量数据的相关系数为0.71.证明了用非接触方法测量与呼吸相关的胸部运动的潜力。此外,测量数据证实了吞咽引起的暂时性呼吸暂停。此外,使用Machin E学习,检测到单独呼吸的存在,准确率为88.5%,高于以前的研究报告。

Abstract

By a News Reporter-Staff News Editor at Robotics & Machine Learning Daily News Daily News-Fresh data on artificial intelligence are presented in a new report. According to news reporting out of Osaka, Japan, by NewsRx editors, research stated, "Breathing temporarily pauses during swallow ing, and the occurrence of inspiration before and after these pauses may increas e the likelihood of aspiration, a serious health problem in older adults." Funders for this research include Japan Society For The Promotion of Science. Our news correspondents obtained a quote from the research from Graduate School of Engineering: "Therefore, the automatic detection of these pauses without cons traints is important. We propose methods for measuring respiratory movements dur ing swallowing using millimeter wave radar to detect these pauses. The experimen t involved 20 healthy adult participants. The results showed a correlation of 0. 71 with the measurement data obtained from a band-type sensor used as a referenc e, demonstrating the potential to measure chest movements associated with respir ation using a non-contact method. Additionally, temporary respiratory pauses cau sed by swallowing were confirmed by the measured data. Furthermore, using machin e learning, the presence of respiring alone was detected with an accuracy of 88. 5%, which is higher than that reported in previous studies."

Key words

Graduate School of Engineering/Osaka/J apan/Asia/Cyborgs/Emerging Technologies/Machine Learning

引用本文复制引用

出版年

2024
Robotics & Machine Learning Daily News

Robotics & Machine Learning Daily News

ISSN:
段落导航相关论文