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ShanghaiTech University Knowledge Management System
Non-Contact Heart Rate Monitoring Method Based on Wi-Fi CSI Signal | |
2024-04 | |
发表期刊 | SENSORS (IF:3.4[JCR-2023],3.7[5-Year]) |
EISSN | 1424-8220 |
卷号 | 24期号:7 |
发表状态 | 已发表 |
DOI | 10.3390/s24072111 |
摘要 | This paper introduces an innovative non-contact heart rate monitoring method based on Wi-Fi Channel State Information (CSI). This approach integrates both amplitude and phase information of the CSI signal through rotational projection, aiming to optimize the accuracy of heart rate estimation in home environments. We develop a frequency domain subcarrier selection algorithm based on Heartbeat to subcomponent ratio (HSR) and design a complete set of signal filtering and subcarrier selection processes to further enhance the accuracy of heart rate estimation. Heart rate estimation is conducted by combining the peak frequencies of multiple subcarriers. Extensive experimental validations demonstrate that our method exhibits exceptional performance under various environmental conditions. The experimental results show that our subcarrier selection method for heart rate estimation achieves an average accuracy of 96.8%, with a median error of only 0.8 bpm, representing an approximately 20% performance improvement over existing technologies. © 2024 by the authors. |
关键词 | Frequency domain analysis Frequency estimation Heart Patient monitoring Wireless local area networks (WLAN) Channel state information Channel-state information Heart-rate Heart-rate monitoring Information signals Monitoring methods Non-contact Non-contact monitoring Rate estimation Subcarrier selection |
URL | 查看原文 |
收录类别 | EI ; SCI |
语种 | 英语 |
WOS研究方向 | Chemistry ; Engineering ; Instruments & Instrumentation |
WOS类目 | Chemistry, Analytical ; Engineering, Electrical & Electronic ; Instruments & Instrumentation |
WOS记录号 | WOS:001200975500001 |
出版者 | Multidisciplinary Digital Publishing Institute (MDPI) |
EI入藏号 | 20241615927692 |
EI主题词 | Channel state information |
EI分类号 | 461.2 Biological Materials and Tissue Engineering ; 461.6 Medicine and Pharmacology ; 921.3 Mathematical Transformations |
原始文献类型 | Journal article (JA) |
引用统计 | 正在获取...
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文献类型 | 期刊论文 |
条目标识符 | https://kms.shanghaitech.edu.cn/handle/2MSLDSTB/364654 |
专题 | 信息科学与技术学院 信息科学与技术学院_硕士生 |
通讯作者 | Li, Mingqi |
作者单位 | 1.Shanghai Advanced Research Institute, Chinese Academy of Sciences, Shanghai; 201210, China 2.School of Information Science and Technology, Shanghaitech University, Shanghai; 201210, China |
第一作者单位 | 信息科学与技术学院 |
推荐引用方式 GB/T 7714 | Sun, Juncong,Bian, Xin,Li, Mingqi. Non-Contact Heart Rate Monitoring Method Based on Wi-Fi CSI Signal[J]. SENSORS,2024,24(7). |
APA | Sun, Juncong,Bian, Xin,&Li, Mingqi.(2024).Non-Contact Heart Rate Monitoring Method Based on Wi-Fi CSI Signal.SENSORS,24(7). |
MLA | Sun, Juncong,et al."Non-Contact Heart Rate Monitoring Method Based on Wi-Fi CSI Signal".SENSORS 24.7(2024). |
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