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SCH: INT: Collaborative Research: Non-Contact Smart Monitor for Sleep Disorder Diagnosis and Intervention

SCH: INT: Collaborative Research: Non-Contact Smart Monitor for Sleep Disorder Diagnosis and Intervention
SCH:INT:合作研究:用于睡眠障碍诊断和干预的非接触式智能监测仪
批准号:
1915738
负责人:
Victor Lubecke
金额:
$59.4万
依托单位:
依托单位国家:
美国
项目类别:
Standard Grant
财政年份:
2019
资助国家:
美国
项目状态:
已结题
起止时间:
2019-09-01 至 2024-08-31

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中文摘要
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英文摘要
Sleep is a biological imperative for humans. Insufficient or disordered sleep increases daytime fatigue and sleepiness, decreases cognitive function. Unfortunately, there are numerous challenges associated with accurate sleep assessment. These include difficulties in making measurements without interfering with the sleep process, unique baseline characteristics for individuals, and cumbersome manual analysis of lengthy data sets. In the laboratory environment, Doppler radar technology has been demonstrated to provide a non-invasive means of measuring vital signs through clothing and bedding. We propose to develop a radar-based measurement system can be used to provide autonomous in-home measurement and analysis of sleep. The proposed effort will advance knowledge in smart radar technology measuring physiology, big data analytics for personalized medicine; and the understanding of sleep physiology. It will also support potential technological breakthroughs at their intersection, including new diagnostic techniques for smart connected health.This project bridges fundamental research and sleep research together by exploring radar technology-based solutions for bio-medical and bio-behavioral sleep medicine research challenges. The proposed research will advance knowledge and understanding of Doppler radar physiological monitoring by introducing new transceiver architectures to accurately resolve requisite cross-section and displacement parameters while isolating one of two jointly sensed subjects, and new deep learning models integrating with physical models for recognition of apnea events and sleep disorders at personalized level. It will advance sleep medicine by introducing this non-contact tool that can extend patient monitoring to the home and provide patient-centered analysis. It will also support potential technological breakthroughs at their intersection, including new diagnostic techniques for smart connected health. The research poses a motivating educational opportunity that leverages the unique needs of Hawaiians for remote healthcare tools, and reaches out to a diverse population of ethnic minority students that have been historically under-served by local educational and industrial opportunities. Research outcomes will be integrated with education through training a new generation of engineers with the awareness of healthcare issues through courses (biomedical, sensors and informatics courses), undergraduate research projects, and K-12 STEM outreach activities.This award reflects NSF's statutory mission and has been deemed worthy of support through evaluation using the Foundation's intellectual merit and broader impacts review criteria.
期刊论文(19)
专著(0)
科研奖励(0)
会议论文
DOI: 10.23919/eumc48046.2021.9338011
发表时间: 2021-01
期刊: 2020 50th European Microwave Conference (EuMC)
影响因子: --
作者: [S. M. Islam;Lana C. Lubecke;Christian Grado;V. Lubecke]
通讯作者: S. M. Islam;Lana C. Lubecke;Christian Grado;V. Lubecke
Extracting Individual Respiratory Signatures from Combined Multi-Subject Mixtures with Varied Breathing Pattern Using Independent Component Analysis with the JADE Algorithm
使用独立成分分析和 JADE 算法从具有不同呼吸模式的组合多受试者混合物中提取个体呼吸特征
DOI: 10.1109/apmc47863.2020.9331715
发表时间: 2020
期刊: 2020 IEEE Asia-Pacific Microwave Conference (APMC
影响因子: --
作者: [Islam, Shekh M., Lubecke, Victor M.]
通讯作者: Lubecke, Victor M.
Insider-Resistant Context-Based Pairing for Multimodality Sleep Apnea Test
用于多模态睡眠呼吸暂停测试的内部抗拒上下文配对
DOI: 10.1109/globecom46510.2021.9685852
发表时间: 2021
期刊: 2021 IEEE Global Communications Conference (GLOBECOM
影响因子: --
作者: [Zheng, Yao, Islam, Shekh Md, Pan, Yanjun, Millan, Marionne, Aggelopoulos, Samson, Lu, Brian, Yang, Alvin, Yang, Thomas, Aelmore, Stephanie, Chang, Willy]
通讯作者: Chang, Willy
DOI: 10.1109/lsens.2022.3148378
发表时间: 2022-03-01
期刊: IEEE SENSORS LETTERS
影响因子: 2.8
作者: [Islam, Shekh Md Mahmudul, Lubecke, Victor M.]
通讯作者: Lubecke, Victor M.
12
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      2012
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