An Efficient Time-Varying Filter for Detrending and Bandwidth Limiting the Heart Rate Variability Tachogram without Resampling: MATLAB Open-Source Code and Internet Web-Based Implementation
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作者:
Eleuteri, A.
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Royal Liverpool & Broadgreen Univ Hosp, Dept Med Phys & Clin Engn, Liverpool L7 8XP, Merseyside, EnglandRoyal Liverpool & Broadgreen Univ Hosp, Dept Med Phys & Clin Engn, Liverpool L7 8XP, Merseyside, England
Eleuteri, A.
[1
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Fisher, A. C.
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Royal Liverpool & Broadgreen Univ Hosp, Dept Med Phys & Clin Engn, Liverpool L7 8XP, Merseyside, EnglandRoyal Liverpool & Broadgreen Univ Hosp, Dept Med Phys & Clin Engn, Liverpool L7 8XP, Merseyside, England
Fisher, A. C.
[1
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Groves, D.
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Royal Liverpool & Broadgreen Univ Hosp, Natl Refractory Angina Ctr, Liverpool L7 8XP, Merseyside, EnglandRoyal Liverpool & Broadgreen Univ Hosp, Dept Med Phys & Clin Engn, Liverpool L7 8XP, Merseyside, England
Groves, D.
[2
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Dewhurst, C. J.
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Liverpool Womens Hosp, Dept Neonatal Med, Liverpool L8 7SS, Merseyside, EnglandRoyal Liverpool & Broadgreen Univ Hosp, Dept Med Phys & Clin Engn, Liverpool L7 8XP, Merseyside, England
Dewhurst, C. J.
[3
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机构:
[1] Royal Liverpool & Broadgreen Univ Hosp, Dept Med Phys & Clin Engn, Liverpool L7 8XP, Merseyside, England
[2] Royal Liverpool & Broadgreen Univ Hosp, Natl Refractory Angina Ctr, Liverpool L7 8XP, Merseyside, England
[3] Liverpool Womens Hosp, Dept Neonatal Med, Liverpool L8 7SS, Merseyside, England
The heart rate variability (HRV) signal derived from the ECG is a beat-to-beat record of RR intervals and is, as a time series, irregularly sampled. It is common engineering practice to resample this record, typically at 4 Hz, onto a regular time axis for analysis in advance of time domain filtering and spectral analysis based on the DFT. However, it is recognised that resampling introduces noise and frequency bias. The present work describes the implementation of a time-varying filter using a smoothing priors approach based on a Gaussian process model, which does not require data to be regular in time. Its output is directly compatible with the Lomb-Scargle algorithm for power density estimation. A web-based demonstration is available over the Internet for exemplar data. The MATLAB (MathWorks Inc.) code can be downloaded as open source.
机构:
State Key Laboratory of Marine Geology, Tongji University, Shanghai, ChinaState Key Laboratory of Marine Geology, Tongji University, Shanghai, China
Qin, Rufu
Feng, Bin
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State Key Laboratory of Marine Geology, Tongji University, Shanghai, ChinaState Key Laboratory of Marine Geology, Tongji University, Shanghai, China
Feng, Bin
Xu, Zhounan
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State Key Laboratory of Marine Geology, Tongji University, Shanghai, ChinaState Key Laboratory of Marine Geology, Tongji University, Shanghai, China
Xu, Zhounan
Zhou, Yusheng
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State Key Laboratory of Marine Geology, Tongji University, Shanghai, ChinaState Key Laboratory of Marine Geology, Tongji University, Shanghai, China
Zhou, Yusheng
Liu, Lixin
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机构:
Institute of Deep-sea Science and Engineering, Chinese Academy of Sciences, Sanya, ChinaState Key Laboratory of Marine Geology, Tongji University, Shanghai, China
Liu, Lixin
Li, Yineng
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机构:
State Key Laboratory of Tropical Oceanography, South China Sea Institute of Oceanology, Chinese Academy of Sciences, Guangzhou, ChinaState Key Laboratory of Marine Geology, Tongji University, Shanghai, China
机构:
Tongji Univ, State Key Lab Marine Geol, Shanghai, Peoples R ChinaTongji Univ, State Key Lab Marine Geol, Shanghai, Peoples R China
Qin, Rufu
Feng, Bin
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Tongji Univ, State Key Lab Marine Geol, Shanghai, Peoples R ChinaTongji Univ, State Key Lab Marine Geol, Shanghai, Peoples R China
Feng, Bin
Xu, Zhounan
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机构:
Tongji Univ, State Key Lab Marine Geol, Shanghai, Peoples R ChinaTongji Univ, State Key Lab Marine Geol, Shanghai, Peoples R China
Xu, Zhounan
Zhou, Yusheng
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机构:
Tongji Univ, State Key Lab Marine Geol, Shanghai, Peoples R ChinaTongji Univ, State Key Lab Marine Geol, Shanghai, Peoples R China
Zhou, Yusheng
Liu, Lixin
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机构:
Chinese Acad Sci, Inst Deep Sea Sci & Engn, Sanya, Peoples R ChinaTongji Univ, State Key Lab Marine Geol, Shanghai, Peoples R China
Liu, Lixin
Li, Yineng
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机构:
Chinese Acad Sci, South China Sea Inst Oceanol, State Key Lab Trop Oceanog, Guangzhou, Peoples R ChinaTongji Univ, State Key Lab Marine Geol, Shanghai, Peoples R China