Remote Limb Movement Analysis During Sleep by Means of Bioradar

机译：通过Bioradar睡眠期间远程肢体运动分析

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Lack of effective non-contact ways for long-term sleep movements disorders detection, which may indicate the presence of different health and life-threatening conditions, is an up-to-date problem of modern sleep medicine. This paper presents a method for remote long-term sleep movements monitoring based on the analysis of a bioradar signal. The method was validated utilizing data of four volunteers, which underwent a sleep study in a sleep laboratory of Almazov National Medical Research Centre. The proposed method is based on the usage of a long short-term memory network to detect leg movements during sleep. We achieved accuracy and Cohen's kappa of 0.99 and 0.98 for leg movements during sleep classification, respectively. The results might be used while creating new methods for remote detection of sleep movement disorders.

机译：长期睡眠运动障碍缺乏有效的非接触方式检测，这可能表明存在不同的健康和危及生命的条件，是现代睡眠医学的最新问题。本文介绍了一种基于对双路信号分析的远程长期睡眠运动监控方法。该方法利用四个志愿者的数据验证，该数据在Almazov国家医学研究中心的睡眠实验室进行了睡眠研究。所提出的方法基于长期内记忆网络的使用来检测睡眠期间的腿部运动。在睡眠分类期间，我们将在睡眠分类期间实现精确度和Cohen的Kappa 0.99和0.98。在创建新方法的远程检测睡眠运动障碍的新方法时，可能使用了结果。

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《IEEE MTT-S International Microwave Biomedical Conference》|2020年|1-3|共3页
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Lesya Anishchenko; Mikhail Bochkarev; Lyudmila Korostovtseva; Yurii Sviryaev; Aleksander Bugaev;
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Legged locomotion; Training; Conferences; Microwave theory and techniques; Planning; Indexes; Monitoring;

机译：腿运动;培训;会议;微波理论和技术;规划;指数;监测;

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1. The validity of the PAM-RL device for evaluating periodic limb movements in sleep and an investigation on night-to-night variability of periodic limb movements during sleep in patients with restless legs syndrome or periodic limb movement disorder using this system [J] . KobayashiM., NambaK., ItoE., Sleep medicine . 2014,第1期

机译：使用该系统的PAM-RL装置在评估睡眠中肢体周期性运动的有效性以及对睡眠不定腿综合征或周期性肢体运动障碍患者睡眠中周期性肢体运动的夜间变化进行调查的有效性
2. Periodic Limb Movements During Sleep Mimicking REM Sleep Behavior Disorder: A New Form of Periodic Limb Movement Disorder [J] . Carles Gaig, Alex Iranzo, Montserrat Pujol, Sleep . 2017,第3期

机译：睡眠期间的周期性肢体运动模仿REM睡眠行为障碍：一种新的周期性肢体运动障碍
3. Periodic limb movements during sleep mimicking REM sleep behavior disorder: a new form of periodic limb movement disorder [J] . Gaig Carles, Iranzo Alex, Perez Hernando, Sleep . 2016,第2016期

机译：模仿REM睡眠行为障碍的睡眠过程中的周期性肢体运动：周期性肢体运动障碍的一种新形式
4. A pilot study to compare the cerebral hemodynamics between patients with obstructive sleep apnea syndrome (OSA) and periodic limb movement syndrome (PLMS) during nocturnal sleep with near-infrared spectroscopy (NIRS) [C] . Zhongxing Zhang, Maja Schneider, Marco Laures, Conference on Optical Techniques in Neurosurgery, Neurophotonics, and Optogenetics . 2014

机译：通过近红外光谱（NIRS）比较夜间睡眠期间阻塞性睡眠呼吸暂停综合症（OSA）和周期性肢体运动综合症（PLMS）患者的脑血流动力学的初步研究
5. Analysis of biodynamic responses associated with upper limb reaching movements under whole-body vibration: Support for an active biodynamic model. [D] . Kim, Heon-Jeong. 2010

机译：与全身振动下上肢到达运动相关的生物动力响应分析：支持主动生物动力模型。
6. Automated 3D video analysis of lower limb movements during REM sleep: a new diagnostic tool for isolated REM sleep behavior disorder [O] . Markus Waser, Ambra Stefani, Evi Holzknecht, 2020

机译：REM睡眠期间下肢运动的自动化3D视频分析：孤立的睡眠行为障碍的新诊断工具
7. Periodic Limb Movements During Sleep Mimicking REM Sleep Behavior Disorder: A New Form of Periodic Limb Movement Disorder [O] . Carles Gaig, Alex Iranzo, Montserrat Pujol, 2016

机译：睡眠期间的周期性肢体运动模仿REM睡眠行为障碍：一种新的周期性肢体运动障碍

Remote Limb Movement Analysis During Sleep by Means of Bioradar

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