Contactless vital signs detection has the potential to advance healthcare by offering precise and convenient patient monitoring. This groundbreaking approach not only streamlines the monitoring process, but also allows continuous, real-time assessment of vital signs, allowing early detection of anomalies and prompt intervention. This paper presents a novel framework for contactless vital sign s detection using continuous-wave (CW) radar and advanced signal processing techniques. We achieved unprecedented precision in capturing 1,261 samples for radar based heart sound waveforms compared to the ground truth ECG signal. Further, our heart sounds method yields highly accurate human heart pulse readings, surpassing previous benchmarks with a mean absolute percentage error (MAPE) of 0.0129 and mean absolute error (MAE) below one (0.8712). In addition, we derive d heart rates from the heart sound waveforms and compare them with conventional radar-derived heart rates and ground truth ECG signal. Through analysis, we identifi ed regions where conventional radar based methods exhibit limitations. Our approach demonstrates minimal errors and superior accuracy across all heart rate states, which can potentially set new standards for noninvasive vital sign monitoring.
机构:
Shanghai Jiao Tong Univ, State Key Lab Radio Frequency Heterogeneous Integr, Shanghai, Peoples R China
Shanghai Jiao Tong Univ, MoE Key Lab Artificial Intelligence, Shanghai, Peoples R ChinaShanghai Jiao Tong Univ, State Key Lab Radio Frequency Heterogeneous Integr, Shanghai, Peoples R China
Wen, Li
Dong, Shuqin
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机构:
Shanghai Jiao Tong Univ, State Key Lab Radio Frequency Heterogeneous Integr, Shanghai, Peoples R China
Shanghai Jiao Tong Univ, MoE Key Lab Artificial Intelligence, Shanghai, Peoples R ChinaShanghai Jiao Tong Univ, State Key Lab Radio Frequency Heterogeneous Integr, Shanghai, Peoples R China
Dong, Shuqin
Wang, Yi
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h-index: 0
机构:
Shanghai Jiao Tong Univ, Int Peace Matern & Child Hlth Hosp, Shanghai Key Lab Embryo Original Dis, Sch Med,Shanghai Municipal Key Clin Specialty,Dept, Shanghai, Peoples R ChinaShanghai Jiao Tong Univ, State Key Lab Radio Frequency Heterogeneous Integr, Shanghai, Peoples R China
Wang, Yi
Gu, Changzhan
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机构:
Shanghai Jiao Tong Univ, State Key Lab Radio Frequency Heterogeneous Integr, Shanghai 200240, Peoples R China
Shanghai Jiao Tong Univ, MoE Key Lab Artificial Intelligence, Shanghai 200240, Peoples R China
Shanghai AI Lab, Shanghai 200241, Peoples R ChinaShanghai Jiao Tong Univ, State Key Lab Radio Frequency Heterogeneous Integr, Shanghai, Peoples R China
Gu, Changzhan
Tang, Zheng
论文数: 0引用数: 0
h-index: 0
机构:
Shanghai Jiao Tong Univ, Int Peace Matern & Child Hlth Hosp, Shanghai Key Lab Embryo Original Dis, Sch Med,Shanghai Municipal Key Clin Specialty,Dept, Shanghai, Peoples R ChinaShanghai Jiao Tong Univ, State Key Lab Radio Frequency Heterogeneous Integr, Shanghai, Peoples R China
Tang, Zheng
Liu, Zhiwei
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h-index: 0
机构:
Shanghai Jiao Tong Univ, Int Peace Matern & Child Hlth Hosp, Shanghai Key Lab Embryo Original Dis, Shanghai Municipal Key Clin Specialty,Sch Med,Dept, Shanghai 200030, Peoples R ChinaShanghai Jiao Tong Univ, State Key Lab Radio Frequency Heterogeneous Integr, Shanghai, Peoples R China
Liu, Zhiwei
Wang, Yanfeng
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h-index: 0
机构:
Shanghai Jiao Tong Univ, Int Peace Matern & Child Hlth Hosp, Shanghai Key Lab Embryo Original Dis, Shanghai Municipal Key Clin Specialty,Sch Med,Dept, Shanghai 200030, Peoples R ChinaShanghai Jiao Tong Univ, State Key Lab Radio Frequency Heterogeneous Integr, Shanghai, Peoples R China
Wang, Yanfeng
Mao, Junfa
论文数: 0引用数: 0
h-index: 0
机构:
Shanghai Jiao Tong Univ, State Key Lab Radio Frequency Heterogeneous Integr, Shanghai, Peoples R China
Shanghai Jiao Tong Univ, MoE Key Lab Artificial Intelligence, Shanghai, Peoples R ChinaShanghai Jiao Tong Univ, State Key Lab Radio Frequency Heterogeneous Integr, Shanghai, Peoples R China
机构:
South China Normal Univ, Sch Elect & Informat Technol, Foshan 528200, Peoples R China
South China Normal Univ, Guangdong Prov Res Ctr Cardiovasc Individual Med, Guangzhou 510006, Peoples R ChinaSouth China Normal Univ, Sch Elect & Informat Technol, Foshan 528200, Peoples R China
Yu, Baoxian
Hou, Yue
论文数: 0引用数: 0
h-index: 0
机构:
South China Normal Univ, Guangdong Prov Res Ctr Cardiovasc Individual Med, Guangzhou 510006, Peoples R China
South China Normal Univ, Sch Phys & Telecommun Engn, Guangzhou 510006, Peoples R ChinaSouth China Normal Univ, Sch Elect & Informat Technol, Foshan 528200, Peoples R China
Hou, Yue
Pang, Zhiqiang
论文数: 0引用数: 0
h-index: 0
机构:
Guangzhou SENVIV Technol Co Ltd, Guangzhou 510006, Peoples R ChinaSouth China Normal Univ, Sch Elect & Informat Technol, Foshan 528200, Peoples R China
Pang, Zhiqiang
Zhang, Han
论文数: 0引用数: 0
h-index: 0
机构:
South China Normal Univ, Sch Elect & Informat Technol, Foshan 528200, Peoples R China
South China Normal Univ, Guangdong Prov Res Ctr Cardiovasc Individual Med, Guangzhou 510006, Peoples R ChinaSouth China Normal Univ, Sch Elect & Informat Technol, Foshan 528200, Peoples R China
机构:
Shanghai Jiao Tong Univ, State Key Lab Radio Frequency Heterogeneous Integr, Shanghai, Peoples R China
Shanghai Jiao Tong Univ, MoE Key Lab Artificial Intelligence, Shanghai, Peoples R ChinaShanghai Jiao Tong Univ, State Key Lab Radio Frequency Heterogeneous Integr, Shanghai, Peoples R China
Wen, Li
Dong, Shuqin
论文数: 0引用数: 0
h-index: 0
机构:
Shanghai Jiao Tong Univ, State Key Lab Radio Frequency Heterogeneous Integr, Shanghai, Peoples R China
Shanghai Jiao Tong Univ, MoE Key Lab Artificial Intelligence, Shanghai, Peoples R ChinaShanghai Jiao Tong Univ, State Key Lab Radio Frequency Heterogeneous Integr, Shanghai, Peoples R China
Dong, Shuqin
Wang, Yi
论文数: 0引用数: 0
h-index: 0
机构:
Shanghai Jiao Tong Univ, Int Peace Matern & Child Hlth Hosp, Shanghai Key Lab Embryo Original Dis, Sch Med,Shanghai Municipal Key Clin Specialty,Dept, Shanghai, Peoples R ChinaShanghai Jiao Tong Univ, State Key Lab Radio Frequency Heterogeneous Integr, Shanghai, Peoples R China
Wang, Yi
Gu, Changzhan
论文数: 0引用数: 0
h-index: 0
机构:
Shanghai Jiao Tong Univ, State Key Lab Radio Frequency Heterogeneous Integr, Shanghai 200240, Peoples R China
Shanghai Jiao Tong Univ, MoE Key Lab Artificial Intelligence, Shanghai 200240, Peoples R China
Shanghai AI Lab, Shanghai 200241, Peoples R ChinaShanghai Jiao Tong Univ, State Key Lab Radio Frequency Heterogeneous Integr, Shanghai, Peoples R China
Gu, Changzhan
Tang, Zheng
论文数: 0引用数: 0
h-index: 0
机构:
Shanghai Jiao Tong Univ, Int Peace Matern & Child Hlth Hosp, Shanghai Key Lab Embryo Original Dis, Sch Med,Shanghai Municipal Key Clin Specialty,Dept, Shanghai, Peoples R ChinaShanghai Jiao Tong Univ, State Key Lab Radio Frequency Heterogeneous Integr, Shanghai, Peoples R China
Tang, Zheng
Liu, Zhiwei
论文数: 0引用数: 0
h-index: 0
机构:
Shanghai Jiao Tong Univ, Int Peace Matern & Child Hlth Hosp, Shanghai Key Lab Embryo Original Dis, Shanghai Municipal Key Clin Specialty,Sch Med,Dept, Shanghai 200030, Peoples R ChinaShanghai Jiao Tong Univ, State Key Lab Radio Frequency Heterogeneous Integr, Shanghai, Peoples R China
Liu, Zhiwei
Wang, Yanfeng
论文数: 0引用数: 0
h-index: 0
机构:
Shanghai Jiao Tong Univ, Int Peace Matern & Child Hlth Hosp, Shanghai Key Lab Embryo Original Dis, Shanghai Municipal Key Clin Specialty,Sch Med,Dept, Shanghai 200030, Peoples R ChinaShanghai Jiao Tong Univ, State Key Lab Radio Frequency Heterogeneous Integr, Shanghai, Peoples R China
Wang, Yanfeng
Mao, Junfa
论文数: 0引用数: 0
h-index: 0
机构:
Shanghai Jiao Tong Univ, State Key Lab Radio Frequency Heterogeneous Integr, Shanghai, Peoples R China
Shanghai Jiao Tong Univ, MoE Key Lab Artificial Intelligence, Shanghai, Peoples R ChinaShanghai Jiao Tong Univ, State Key Lab Radio Frequency Heterogeneous Integr, Shanghai, Peoples R China
机构:
South China Normal Univ, Sch Elect & Informat Technol, Foshan 528200, Peoples R China
South China Normal Univ, Guangdong Prov Res Ctr Cardiovasc Individual Med, Guangzhou 510006, Peoples R ChinaSouth China Normal Univ, Sch Elect & Informat Technol, Foshan 528200, Peoples R China
Yu, Baoxian
Hou, Yue
论文数: 0引用数: 0
h-index: 0
机构:
South China Normal Univ, Guangdong Prov Res Ctr Cardiovasc Individual Med, Guangzhou 510006, Peoples R China
South China Normal Univ, Sch Phys & Telecommun Engn, Guangzhou 510006, Peoples R ChinaSouth China Normal Univ, Sch Elect & Informat Technol, Foshan 528200, Peoples R China
Hou, Yue
Pang, Zhiqiang
论文数: 0引用数: 0
h-index: 0
机构:
Guangzhou SENVIV Technol Co Ltd, Guangzhou 510006, Peoples R ChinaSouth China Normal Univ, Sch Elect & Informat Technol, Foshan 528200, Peoples R China
Pang, Zhiqiang
Zhang, Han
论文数: 0引用数: 0
h-index: 0
机构:
South China Normal Univ, Sch Elect & Informat Technol, Foshan 528200, Peoples R China
South China Normal Univ, Guangdong Prov Res Ctr Cardiovasc Individual Med, Guangzhou 510006, Peoples R ChinaSouth China Normal Univ, Sch Elect & Informat Technol, Foshan 528200, Peoples R China