DocumentCode :
599656
Title :
Extended Kalman Filter for Doppler radar cardiopulmonary monitoring system
Author :
Rahman, Md Saifur ; Haque, Md Mohaiminul ; Byung-Jun Jang ; Ki-Doo Kim
Author_Institution :
Dept. of Electr. & Electron. Eng., Khulna Univ. of Eng. & Technol., Khulna, Bangladesh
fYear :
2012
fDate :
20-22 Dec. 2012
Firstpage :
264
Lastpage :
267
Abstract :
Remote monitoring of cardiopulmonary activities using quadrature direct conversion Doppler radar shows promise in medical and security applications. One major challenge for such monitoring is demodulation of the IQ signals and heart and respiration rate determination. This paper presents a rate finding algorithm based on extended Kalman filter (EKF) and principal component analysis. We present a state space model of the quadrature IQ signals and use it with the EKF to simultaneously estimate and track heart and respiration rate by a unified statistical approach. We evaluate the performance of the algorithm for practical data obtained from the implemented hardware and present the results to illustrate the feasibility and accuracy of the algorithm. Results are compared with reference ECG results which clearly demonstrate that the proposed algorithm can be successfully applied for heart and respiration rate detection.
Keywords :
Doppler radar; Kalman filters; electrocardiography; lung; medical signal detection; medical signal processing; patient monitoring; pneumodynamics; statistical analysis; tracking; IQ signal demodulation; algorithm accuracy; algorithm feasibility; algorithm performance evaluation; doppler radar cardiopulmonary monitoring system; extended Kalman filter; heart rate detection; heart rate determination; heart rate estimation; heart rate tracking; medical applications; practical data; principal component analysis; quadrature IQ signals; reference ECG results; remote cardiopulmonary monitoring; respiration rate detection; respiration rate determination; respiration rate estimation; respiration rate tracking; security applications; state space model; unified statistical approach; Doppler radar; Electrocardiography; Estimation; Heart rate; Kalman filters; Mathematical model; Monitoring; Doppler radar; extended Kalman filtering; quadrature receiver; remote cardiopulmonary monitoring;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Electrical & Computer Engineering (ICECE), 2012 7th International Conference on
Conference_Location :
Dhaka
Print_ISBN :
978-1-4673-1434-3
Type :
conf
DOI :
10.1109/ICECE.2012.6471536
Filename :
6471536
Link To Document :
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