Towards Investigating Global Warming Impact on Human Health Using Derivatives of Photoplethysmogram Signals

被引:5
|
作者
Elgendi, Mohamed [1 ,2 ,3 ]
Norton, Ian [4 ]
Brearley, Matt [4 ]
Fletcher, Richard R. [5 ]
Abbott, Derek [6 ]
Lovell, Nigel H. [7 ]
Schuurmans, Dale [3 ]
机构
[1] Univ British Columbia, Elect & Comp Engn Med Grp, Vancouver, BC V6H 3N1, Canada
[2] BC Childrens Hosp, Vancouver, BC V6H 3N1, Canada
[3] Univ Alberta, Dept Comp Sci, Edmonton, AB T6G 2E8, Canada
[4] Natl Crit Care & Trauma Response Ctr, Darwin, NT 0810, Australia
[5] MIT, D Lab, Boston, MA 02139 USA
[6] Univ Adelaide, Sch Elect & Elect Engn, Adelaide, SA 5005, Australia
[7] Univ New S Wales, Grad Sch Biomed Engn, Sydney, NSW 2052, Australia
关键词
exercise; hot environment; affordable healthcare; photoplethysmography; HEART-RATE-VARIABILITY; BLOOD-PRESSURE; STATEMENT; HYPERTENSION; TEMPERATURE; MANAGEMENT;
D O I
10.3390/ijerph121012776
中图分类号
X [环境科学、安全科学];
学科分类号
08 ; 0830 ;
摘要
Recent clinical studies show that the contour of the photoplethysmogram (PPG) wave contains valuable information for characterizing cardiovascular activity. However, analyzing the PPG wave contour is difficult; therefore, researchers have applied first or higher order derivatives to emphasize and conveniently quantify subtle changes in the filtered PPG contour. Our hypothesis is that analyzing the whole PPG recording rather than each PPG wave contour or on a beat-by-beat basis can detect heat-stressed subjects and that, consequently, we will be able to investigate the impact of global warming on human health. Here, we explore the most suitable derivative order for heat stress assessment based on the energy and entropy of the whole PPG recording. The results of our study indicate that the use of the entropy of the seventh derivative of the filtered PPG signal shows promising results in detecting heat stress using 20-second recordings, with an overall accuracy of 71.6%. Moreover, the combination of the entropy of the seventh derivative of the filtered PPG signal with the root mean square of successive differences, or RMSSD (a traditional heart rate variability index of heat stress), improved the detection of heat stress to 88.9% accuracy.
引用
收藏
页码:12776 / 12791
页数:16
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