Heart rate monitoring from wrist-type PPG based on singular spectrum analysis with motion decision
Heart rate (HR) monitoring is necessary for daily healthcare. Wrist-type photoplethsmography (PPG) is a convenient and non-invasive technique for HR monitoring. However, motion artifacts (MA) caused by subjects' movements can extremely interfere the results of HR monitoring. In this paper, we p...
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Published in | 2016 38th Annual International Conference of the IEEE Engineering in Medicine and Biology Society (EMBC) Vol. 2016; pp. 3511 - 3514 |
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Main Authors | , , |
Format | Conference Proceeding Journal Article |
Language | English |
Published |
United States
IEEE
01.08.2016
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Subjects | |
Online Access | Get full text |
ISSN | 1557-170X |
DOI | 10.1109/EMBC.2016.7591485 |
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Abstract | Heart rate (HR) monitoring is necessary for daily healthcare. Wrist-type photoplethsmography (PPG) is a convenient and non-invasive technique for HR monitoring. However, motion artifacts (MA) caused by subjects' movements can extremely interfere the results of HR monitoring. In this paper, we propose a high accuracy method using motion decision, singular spectrum analysis (SSA) and spectral peak searching for daily HR estimation. The proposed approach was evaluated on 8 subjects under a series of different motion states. Compared with electrocardiogram (ECG) recorded simultaneously, the experimental results indicated that the averaged absolute estimation error was 2.33 beats per minute (BPM). |
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AbstractList | Heart rate (HR) monitoring is necessary for daily healthcare. Wrist-type photoplethsmography (PPG) is a convenient and non-invasive technique for HR monitoring. However, motion artifacts (MA) caused by subjects' movements can extremely interfere the results of HR monitoring. In this paper, we propose a high accuracy method using motion decision, singular spectrum analysis (SSA) and spectral peak searching for daily HR estimation. The proposed approach was evaluated on 8 subjects under a series of different motion states. Compared with electrocardiogram (ECG) recorded simultaneously, the experimental results indicated that the averaged absolute estimation error was 2.33 beats per minute (BPM). |
Author | Bin Dong Zhiwen Liu Yang Wang |
Author_xml | – sequence: 1 surname: Yang Wang fullname: Yang Wang email: ywang@bit.edu.cn organization: Sch. of Inf. & Electron., Beijing Inst. of Technol., Beijing, China – sequence: 2 surname: Zhiwen Liu fullname: Zhiwen Liu email: zwliu@bit.edu.cn organization: Sch. of Inf. & Electron., Beijing Inst. of Technol., Beijing, China – sequence: 3 surname: Bin Dong fullname: Bin Dong email: dbin@bit.edu.cn organization: Sch. of Inf. & Electron., Beijing Inst. of Technol., Beijing, China |
BackLink | https://www.ncbi.nlm.nih.gov/pubmed/28269055$$D View this record in MEDLINE/PubMed |
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Snippet | Heart rate (HR) monitoring is necessary for daily healthcare. Wrist-type photoplethsmography (PPG) is a convenient and non-invasive technique for HR... |
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SubjectTerms | Acceleration Cell Phone Electrocardiography Equipment Design Estimation Harmonic analysis Heart rate Heart Rate - physiology Heart Rate Determination - instrumentation Heart Rate Determination - methods Humans Interference Monitoring Motion Movement Photoplethysmography - instrumentation Photoplethysmography - methods Signal Processing, Computer-Assisted Time series analysis Wrist |
Title | Heart rate monitoring from wrist-type PPG based on singular spectrum analysis with motion decision |
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