Validation of Dozee, a Ballistocardiography-based Device, for Contactless and Continuous Heart Rate and Respiratory Rate Measurement

被引:8
作者
Saran, Vibhor [1 ]
Kumar, Ramendra [1 ]
Kumar, Gulshan [2 ]
Chokalingam, Kumar [1 ]
Rawooth, Madhusmita [1 ]
Parchani, Gaurav [1 ]
机构
[1] Turtle Shell Technol Pvt Ltd, Bangalore, Karnataka, India
[2] Natl Inst Mental Hlth & Neuro Sci NIMHANS, Dept Neurophysiol, Bengaluru, India
来源
2022 44TH ANNUAL INTERNATIONAL CONFERENCE OF THE IEEE ENGINEERING IN MEDICINE & BIOLOGY SOCIETY, EMBC | 2022年
关键词
Ballistocardiogram; Non-invasive monitoring; Heart Rate; Respiratory Rate; INTENSIVE-CARE-UNIT; MORTALITY;
D O I
10.1109/EMBC48229.2022.9871007
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Long-term acquisition of respiratory and heart signals is useful in a variety of applications, including sleep analysis, monitoring of respiratory and heart disorders, and so on. Ballistocardiography (BCG), a non-invasive technique that measures micro-body vibrations caused by cardiac contractions as well as motion caused by breathing, snoring, and body movements, would be ideal for long-term vital parameter acquisition. Turtle Shell Technologies Pvt. Ltd.'s Dozee device, which is based on BCG, is a contactless continuous vital parameters monitoring system. It is designed to measure Heart Rate (HR) and Respiratory Rate (RR) continuously and without contact in a hospital setting or at home. A validation study for HR and RR was conducted using Dozee by comparing it to the vitals obtained from the FDA-approved Patient Monitor. This was done in a sleep laboratory setting over 110 nights in 51 subjects to evaluate HR and over 20 nights in 17 subjects to evaluate RR at the National Institute of Mental Health and Neurosciences (NIMHANS), Bangalore, India. Approximately 789 hours data for HR and approximately 112 hours data for RR was collected. Dozee was able to achieve a mean absolute error of 1.72 bpm for HR compared to the gold standard ECG. A mean absolute error of similar to 1.24 breaths/min was obtained in determining RR compared to currently used methods. Dozee is ideal for long-term contactless monitoring of vital parameters due to its low mean absolute errors in measuring both HR and RR.
引用
收藏
页码:1939 / 1943
页数:5
相关论文
共 9 条
[1]   The value of vital sign trends in predicting and monitoring clinical deterioration: A systematic review [J].
Brekke, Idar Johan ;
Puntervoll, Lars Haland ;
Pedersen, Peter Bank ;
Kellett, John ;
Brabrand, Mikkel .
PLOS ONE, 2019, 14 (01)
[2]  
CARSKADON MA, 1978, WESTERN J MED, V128, P477
[3]   Association between intensive care unit transfer delay and hospital mortality: A multicenter investigation [J].
Churpek, Matthew M. ;
Wendlandt, Blair ;
Zadravecz, Frank J. ;
Adhikari, Richa ;
Winslow, Christopher ;
Edelson, Dana P. .
JOURNAL OF HOSPITAL MEDICINE, 2016, 11 (11) :757-762
[4]  
Giovangrandi L, 2011, IEEE ENG MED BIO, P4279, DOI 10.1109/IEMBS.2011.6091062
[5]   Update to Practice Standards for Electrocardiographic Monitoring in Hospital Settings: A Scientific Statement From the American Heart Association [J].
Sandau, Kristin E. ;
Funk, Marjorie ;
Auerbach, Andrew ;
Barsness, Gregory W. ;
Blum, Kay ;
Cvach, Maria ;
Lampert, Rachel ;
May, Jeanine L. ;
McDaniel, George M. ;
Perez, Marco V. ;
Sendelbach, Sue ;
Sommargren, Claire E. ;
Wang, Paul J. .
CIRCULATION, 2017, 136 (19) :E273-E344
[6]  
Saran V., 2018, 2018 IEEE EMBS C BIO
[7]   Unsupervised Extraction of Respiration Cycles Through Ballistocardiography [J].
Saran, Vibhor ;
Kumar, Gulshan ;
Parchani, Gaurav .
ADVANCED INFORMATICS FOR COMPUTING RESEARCH, PT I, 2019, 1075 :136-147
[8]   Inpatient transfers to the intensive care unit - Delays are associated with increased mortality and morbidity [J].
Young, MP ;
Gooder, VJ ;
McBride, K ;
James, B ;
Fisher, ES .
JOURNAL OF GENERAL INTERNAL MEDICINE, 2003, 18 (02) :77-83
[9]   Early recognition of acutely deteriorating patients in non-intensive care units: Assessment of an innovative monitoring technology [J].
Zimlichman, Eyal ;
Szyper-Kravitz, Martine ;
Shinar, Zvika ;
Klap, Tal ;
Levkovich, Shiraz ;
Unterman, Avraham ;
Rozenblum, Ronen ;
Rothschild, Jeffrey M. ;
Amital, Howard ;
Shoenfeld, Yehuda .
JOURNAL OF HOSPITAL MEDICINE, 2012, 7 (08) :628-633