Accurate Detection of Doppler Cardiograms With a Parameterized Respiratory Filter Technique Using a K-Band Radar Sensor

被引:32
作者
Dong, Shuqin [1 ,2 ]
Li, Yuchen [1 ,2 ]
Lu, Jingyun [1 ,2 ]
Zhang, Zhi [3 ]
Gu, Changzhan [1 ,2 ]
Mao, Junfa [1 ,2 ]
机构
[1] Shanghai Jiao Tong Univ, MoE Key Lab High Speed Elect Syst, Shanghai 200240, Peoples R China
[2] Shanghai Jiao Tong Univ, MoE Key Lab Artificial Intelligence, Shanghai 200240, Peoples R China
[3] Shanghai Gen Hosp, Shanghai 201613, Peoples R China
基金
美国国家科学基金会;
关键词
Differential Doppler cardiogram (DCG); Doppler cardiogram (DCG); Doppler radar sensor (DRS); heart diseases; parameterized respiratory filter (PRF); MOTION;
D O I
10.1109/TMTT.2022.3184019
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
Cardiogram is one of the most important factors for health assessment. As a new expression of cardiograms, the Doppler cardiograms (DCGs) detected remotely via Doppler radar sensor (DRS) provide rich details of the heart motion. However, the existing techniques for measurement of DCG requires that the subject holds his/her breath to avoid the disturbance caused by respiration. To realize the accurate detection of DCGs in the presence of respiration, a high-linearity K-band dc-coupled continuous-wave (CW) DRS with digital dc-tuning function was custom-designed and a novel parameterized respiratory filter (PRF) algorithm was proposed to precisely remove the respiratory signal. Both simulation and experimental results show that the proposed PRF algorithm has better DCG extraction performance than the conventional methods. Furthermore, the experimental results in normal and clinical environments show that the grained differential DCG (D-DCG) has promising potential in professional heart rate variability (HRV) analysis and heart diseases diagnosis, which means the proposed DCGs detection has the potential to be a convenient, comfortable, and reliable way for daily and clinical heart health assessment.
引用
收藏
页码:71 / 82
页数:12
相关论文
共 34 条
  • [1] Al-jabery K.K., 2020, COMPUTATIONAL LEARNI, P125
  • [2] Comparison of Different Methods for Estimating Cardiac Timings: A Comprehensive Multimodal Echocardiography Investigation
    Dehkordi, Parastoo
    Khosrow-Khavar, Farzad
    Di Rienzo, Marco
    Inan, Omer T.
    Schmidt, Samuel E.
    Blaber, Andrew P.
    Sorensen, Kasper
    Struijk, Johannes J.
    Zakeri, Vahid
    Lombardi, Prospero
    Shandhi, Md Mobashir H.
    Borairi, Mojtaba
    Zanetti, John M.
    Tavakolian, Kouhyar
    [J]. FRONTIERS IN PHYSIOLOGY, 2019, 10
  • [3] Doppler Cardiogram Detection in the Presence of Respiration with a K-band Radar Sensor
    Dong, Shuqin
    Gu, Changzhan
    Ran, Lixin
    Mao, Jun-Fa
    [J]. 2022 IEEE RADIO AND WIRELESS SYMPOSIUM (RWS), 2022, : 45 - 48
  • [4] Doppler Cardiogram: A Remote Detection of Human Heart Activities
    Dong, Shuqin
    Zhang, Yi
    Ma, Chao
    Zhu, Chengkai
    Gu, Zhitao
    Lv, Qinyi
    Zhang, Bin
    Li, Changzhi
    Ran, Lixin
    [J]. IEEE TRANSACTIONS ON MICROWAVE THEORY AND TECHNIQUES, 2020, 68 (03) : 1132 - 1141
  • [5] Cardiac arrhythmias imprint specific signatures on Lorenz plots
    Esperer, Hans D.
    Esperer, Chris
    Cohen, Richard J.
    [J]. ANNALS OF NONINVASIVE ELECTROCARDIOLOGY, 2008, 13 (01) : 44 - 60
  • [6] Prevalence of diagnosed atrial fibrillation in adults - National implications for rhythm management and stroke prevention: the AnTicoagulation and Risk Factors in Atrial Fibrillation (ATRIA) study
    Go, AS
    Hylek, EM
    Phillips, KA
    Chang, YC
    Henault, LE
    Selby, JV
    Singer, DE
    [J]. JAMA-JOURNAL OF THE AMERICAN MEDICAL ASSOCIATION, 2001, 285 (18): : 2370 - 2375
  • [7] Gritti Ivana., 2013, Journal of Behavioral and Brain Science, V3, P23, DOI 10.1161/01.CIR.93.5.1043
  • [8] Accurate Respiration Measurement Using DC-Coupled Continuous-Wave Radar Sensor for Motion-Adaptive Cancer Radiotherapy
    Gu, Changzhan
    Li, Ruijiang
    Zhang, Hualiang
    Fung, Albert Y. C.
    Torres, Carlos
    Jiang, Steve B.
    Li, Changzhi
    [J]. IEEE TRANSACTIONS ON BIOMEDICAL ENGINEERING, 2012, 59 (11) : 3117 - 3123
  • [9] Determining the initial states in forward-backward filtering
    Gustafsson, F
    [J]. IEEE TRANSACTIONS ON SIGNAL PROCESSING, 1996, 44 (04) : 988 - 992
  • [10] A Review on Recent Advances in Doppler Radar Sensors for Noncontact Healthcare Monitoring
    Li, Changzhi
    Lubecke, Victor M.
    Boric-Lubecke, Olga
    Lin, Jenshan
    [J]. IEEE TRANSACTIONS ON MICROWAVE THEORY AND TECHNIQUES, 2013, 61 (05) : 2046 - 2060