Influence of Sensor Position and Body Movements on Radar-Based Heart Rate Monitoring
被引:4
作者:
Herzer, Liv
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机构:
Friedrich Alexander Univ Erlangen Nurnberg FAU, Dept Artificial Intelligence Biomed Engn AIBE, Machine Learning & Data Analyt Lab MaD Lab, Erlangen, GermanyFriedrich Alexander Univ Erlangen Nurnberg FAU, Dept Artificial Intelligence Biomed Engn AIBE, Machine Learning & Data Analyt Lab MaD Lab, Erlangen, Germany
Herzer, Liv
[1
]
Muecke, Annika
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机构:
Friedrich Alexander Univ Erlangen Nurnberg FAU, Dept Artificial Intelligence Biomed Engn AIBE, Machine Learning & Data Analyt Lab MaD Lab, Erlangen, GermanyFriedrich Alexander Univ Erlangen Nurnberg FAU, Dept Artificial Intelligence Biomed Engn AIBE, Machine Learning & Data Analyt Lab MaD Lab, Erlangen, Germany
Muecke, Annika
[1
]
Richer, Robert
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机构:
Friedrich Alexander Univ Erlangen Nurnberg FAU, Dept Artificial Intelligence Biomed Engn AIBE, Machine Learning & Data Analyt Lab MaD Lab, Erlangen, GermanyFriedrich Alexander Univ Erlangen Nurnberg FAU, Dept Artificial Intelligence Biomed Engn AIBE, Machine Learning & Data Analyt Lab MaD Lab, Erlangen, Germany
Richer, Robert
[1
]
Albrecht, Nils C.
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机构:
Hamburg Univ Technol, Inst High Frequency Technol, Hamburg, GermanyFriedrich Alexander Univ Erlangen Nurnberg FAU, Dept Artificial Intelligence Biomed Engn AIBE, Machine Learning & Data Analyt Lab MaD Lab, Erlangen, Germany
Albrecht, Nils C.
[2
]
Heyder, Markus
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机构:
Hamburg Univ Technol, Inst High Frequency Technol, Hamburg, GermanyFriedrich Alexander Univ Erlangen Nurnberg FAU, Dept Artificial Intelligence Biomed Engn AIBE, Machine Learning & Data Analyt Lab MaD Lab, Erlangen, Germany
Heyder, Markus
[2
]
Jaeger, Katharina M.
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机构:
Friedrich Alexander Univ Erlangen Nurnberg FAU, Dept Artificial Intelligence Biomed Engn AIBE, Machine Learning & Data Analyt Lab MaD Lab, Erlangen, GermanyFriedrich Alexander Univ Erlangen Nurnberg FAU, Dept Artificial Intelligence Biomed Engn AIBE, Machine Learning & Data Analyt Lab MaD Lab, Erlangen, Germany
Jaeger, Katharina M.
[1
]
Koenig, Veronika
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机构:
Friedrich Alexander Univ Erlangen Nurnberg FAU, Dept Artificial Intelligence Biomed Engn AIBE, Machine Learning & Data Analyt Lab MaD Lab, Erlangen, Germany
Friedrich Alexander Univ Erlangen Nurnberg FAU, Chair Hlth Psychol, Erlangen, GermanyFriedrich Alexander Univ Erlangen Nurnberg FAU, Dept Artificial Intelligence Biomed Engn AIBE, Machine Learning & Data Analyt Lab MaD Lab, Erlangen, Germany
Koenig, Veronika
[1
,3
]
Koelpin, Alexander
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机构:
Hamburg Univ Technol, Inst High Frequency Technol, Hamburg, GermanyFriedrich Alexander Univ Erlangen Nurnberg FAU, Dept Artificial Intelligence Biomed Engn AIBE, Machine Learning & Data Analyt Lab MaD Lab, Erlangen, Germany
Koelpin, Alexander
[2
]
Rohleder, Nicolas
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机构:
Friedrich Alexander Univ Erlangen Nurnberg FAU, Chair Hlth Psychol, Erlangen, GermanyFriedrich Alexander Univ Erlangen Nurnberg FAU, Dept Artificial Intelligence Biomed Engn AIBE, Machine Learning & Data Analyt Lab MaD Lab, Erlangen, Germany
Rohleder, Nicolas
[3
]
Eskofier, Bjoern M.
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机构:
Friedrich Alexander Univ Erlangen Nurnberg FAU, Dept Artificial Intelligence Biomed Engn AIBE, Machine Learning & Data Analyt Lab MaD Lab, Erlangen, GermanyFriedrich Alexander Univ Erlangen Nurnberg FAU, Dept Artificial Intelligence Biomed Engn AIBE, Machine Learning & Data Analyt Lab MaD Lab, Erlangen, Germany
Eskofier, Bjoern M.
[1
]
机构:
[1] Friedrich Alexander Univ Erlangen Nurnberg FAU, Dept Artificial Intelligence Biomed Engn AIBE, Machine Learning & Data Analyt Lab MaD Lab, Erlangen, Germany
[2] Hamburg Univ Technol, Inst High Frequency Technol, Hamburg, Germany
[3] Friedrich Alexander Univ Erlangen Nurnberg FAU, Chair Hlth Psychol, Erlangen, Germany
来源:
2022 IEEE-EMBS INTERNATIONAL CONFERENCE ON BIOMEDICAL AND HEALTH INFORMATICS (BHI) JOINTLY ORGANISED WITH THE IEEE-EMBS INTERNATIONAL CONFERENCE ON WEARABLE AND IMPLANTABLE BODY SENSOR NETWORKS (BSN'22)
|
2022年
关键词:
Heart rate monitoring;
Medical radar;
Remote sensing;
Vital parameter measurement;
D O I:
10.1109/BHI56158.2022.9926775
中图分类号:
TP [自动化技术、计算机技术];
学科分类号:
0812 ;
摘要:
Cardiac parameters are important indicators for health assessment. Radar-based monitoring with microwave interferometric sensors (MIS) is a promising alternative to conventional measurement methods, as it enables completely contactless cardiac function diagnostics. In this study, we evaluated the effects of sensor positioning and movement on the accuracy of radar-based heart rate measurements with MIS. For this purpose, we recruited 29 participants which performed semi-standardized movements, a reading task, and a standardized laboratory stress test in a seated position. Furthermore, we compared three different sensor positions (dorsal, upper pectoral, and lower pectoral) to a gold standard 1-channel wearable ECG sensor node. The dorsal positioning achieved the best results with a mean error (ME) of 0.2 +/- 5.4 bpm and a mean absolute error (MAE) of 3.5 +/- 4.1 bpm for no movement and also turned out to be most robust against motion artifacts with an overall ME of 0.1 +/- 14.1 bpm (MAE: 9.5 +/- 10.4 bpm). No correlation was found between movement intensity and measurement error. Instead, movement type and direction were identified as primary impact factors. This study provides a valuable contribution towards the applicability of radar-based vital sign monitoring with MIS in real-world scenarios. However, further research is needed to sufficiently prevent and compensate for movement artifacts.
机构:
Friedrich Alexander Univ Erlangen Nurnberg FAU, Inst Elect Engn, D-91058 Erlangen, GermanyHamburg Univ Technol, Inst High Frequency Technol, D-21073 Hamburg, Germany
Shi, Kilin
;
Steigleder, Tobias
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机构:
Friedrich Alexander Univ Erlangen Nurnberg FAU, Univ Klinikum Erlangen, Dept Palliat Med, Comprehens Canc Ctr CCC Erlangen EMN, D-91054 Erlangen, GermanyHamburg Univ Technol, Inst High Frequency Technol, D-21073 Hamburg, Germany
Steigleder, Tobias
;
Malessa, Anke
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机构:
Friedrich Alexander Univ Erlangen Nurnberg FAU, Univ Klinikum Erlangen, Dept Palliat Med, Comprehens Canc Ctr CCC Erlangen EMN, D-91054 Erlangen, GermanyHamburg Univ Technol, Inst High Frequency Technol, D-21073 Hamburg, Germany
Malessa, Anke
;
Michler, Fabian
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h-index: 0
机构:
Friedrich Alexander Univ Erlangen Nurnberg FAU, Inst Elect Engn, D-91058 Erlangen, GermanyHamburg Univ Technol, Inst High Frequency Technol, D-21073 Hamburg, Germany
Michler, Fabian
;
Hameyer, Laura
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h-index: 0
机构:
Friedrich Alexander Univ Erlangen Nurnberg FAU, Univ Klinikum Erlangen, Dept Palliat Med, Comprehens Canc Ctr CCC Erlangen EMN, D-91054 Erlangen, GermanyHamburg Univ Technol, Inst High Frequency Technol, D-21073 Hamburg, Germany
Hameyer, Laura
;
Neumann, Nina
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机构:
Friedrich Alexander Univ Erlangen Nurnberg FAU, Univ Klinikum Erlangen, Dept Palliat Med, Comprehens Canc Ctr CCC Erlangen EMN, D-91054 Erlangen, GermanyHamburg Univ Technol, Inst High Frequency Technol, D-21073 Hamburg, Germany
Neumann, Nina
;
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机构:
Lurz, Fabian
;
Weigel, Robert
论文数: 0引用数: 0
h-index: 0
机构:
Friedrich Alexander Univ Erlangen Nurnberg FAU, Inst Elect Engn, D-91058 Erlangen, GermanyHamburg Univ Technol, Inst High Frequency Technol, D-21073 Hamburg, Germany
Weigel, Robert
;
Ostgathe, Christoph
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机构:
Friedrich Alexander Univ Erlangen Nurnberg FAU, Univ Klinikum Erlangen, Dept Palliat Med, Comprehens Canc Ctr CCC Erlangen EMN, D-91054 Erlangen, GermanyHamburg Univ Technol, Inst High Frequency Technol, D-21073 Hamburg, Germany
Ostgathe, Christoph
;
Koelpin, Alexander
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h-index: 0
机构:
Hamburg Univ Technol, Inst High Frequency Technol, D-21073 Hamburg, GermanyHamburg Univ Technol, Inst High Frequency Technol, D-21073 Hamburg, Germany
机构:
Friedrich Alexander Univ Erlangen Nurnberg FAU, Inst Elect Engn, D-91058 Erlangen, GermanyHamburg Univ Technol, Inst High Frequency Technol, D-21073 Hamburg, Germany
Shi, Kilin
;
Steigleder, Tobias
论文数: 0引用数: 0
h-index: 0
机构:
Friedrich Alexander Univ Erlangen Nurnberg FAU, Univ Klinikum Erlangen, Dept Palliat Med, Comprehens Canc Ctr CCC Erlangen EMN, D-91054 Erlangen, GermanyHamburg Univ Technol, Inst High Frequency Technol, D-21073 Hamburg, Germany
Steigleder, Tobias
;
Malessa, Anke
论文数: 0引用数: 0
h-index: 0
机构:
Friedrich Alexander Univ Erlangen Nurnberg FAU, Univ Klinikum Erlangen, Dept Palliat Med, Comprehens Canc Ctr CCC Erlangen EMN, D-91054 Erlangen, GermanyHamburg Univ Technol, Inst High Frequency Technol, D-21073 Hamburg, Germany
Malessa, Anke
;
Michler, Fabian
论文数: 0引用数: 0
h-index: 0
机构:
Friedrich Alexander Univ Erlangen Nurnberg FAU, Inst Elect Engn, D-91058 Erlangen, GermanyHamburg Univ Technol, Inst High Frequency Technol, D-21073 Hamburg, Germany
Michler, Fabian
;
Hameyer, Laura
论文数: 0引用数: 0
h-index: 0
机构:
Friedrich Alexander Univ Erlangen Nurnberg FAU, Univ Klinikum Erlangen, Dept Palliat Med, Comprehens Canc Ctr CCC Erlangen EMN, D-91054 Erlangen, GermanyHamburg Univ Technol, Inst High Frequency Technol, D-21073 Hamburg, Germany
Hameyer, Laura
;
Neumann, Nina
论文数: 0引用数: 0
h-index: 0
机构:
Friedrich Alexander Univ Erlangen Nurnberg FAU, Univ Klinikum Erlangen, Dept Palliat Med, Comprehens Canc Ctr CCC Erlangen EMN, D-91054 Erlangen, GermanyHamburg Univ Technol, Inst High Frequency Technol, D-21073 Hamburg, Germany
Neumann, Nina
;
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机构:
Lurz, Fabian
;
Weigel, Robert
论文数: 0引用数: 0
h-index: 0
机构:
Friedrich Alexander Univ Erlangen Nurnberg FAU, Inst Elect Engn, D-91058 Erlangen, GermanyHamburg Univ Technol, Inst High Frequency Technol, D-21073 Hamburg, Germany
Weigel, Robert
;
Ostgathe, Christoph
论文数: 0引用数: 0
h-index: 0
机构:
Friedrich Alexander Univ Erlangen Nurnberg FAU, Univ Klinikum Erlangen, Dept Palliat Med, Comprehens Canc Ctr CCC Erlangen EMN, D-91054 Erlangen, GermanyHamburg Univ Technol, Inst High Frequency Technol, D-21073 Hamburg, Germany
Ostgathe, Christoph
;
Koelpin, Alexander
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机构:
Hamburg Univ Technol, Inst High Frequency Technol, D-21073 Hamburg, GermanyHamburg Univ Technol, Inst High Frequency Technol, D-21073 Hamburg, Germany