Detection of Activities During Newborn Resuscitation Based on Short-Time Energy of Acceleration Signal

被引:4
|
作者
Vu, Huyen [1 ]
Eftestol, Trygve [1 ]
Engan, Kjersti [1 ]
Eilevstjonn, Joar [2 ]
Yarrot, Ladislaus Blacy [3 ]
Linde, Jorgen E. [4 ,6 ]
Ersdal, Hege [5 ,6 ]
机构
[1] Univ Stavanger, Dept Elect Engn & Comp Sci, Stavanger, Norway
[2] Laerdal Med AS, Strateg Res, Stavanger, Norway
[3] Haydom Lutheran Hosp, Res Inst, Haydom, Manyara, Tanzania
[4] Stavanger Univ Hosp, Dept Pediat, Stavanger, Norway
[5] Stavanger Univ Hosp, Dept Anesthesiol & Intens Care, Stavanger, Norway
[6] Univ Stavanger, Dept Hlth Sci, Stavanger, Norway
来源
IMAGE AND SIGNAL PROCESSING (ICISP 2016) | 2016年 / 9680卷
关键词
Short time energy; Acceleration signal; Energy signal; Thresholding; Resuscitation activities; HUMAN ACTIVITY RECOGNITION; TRIAXIAL ACCELEROMETER;
D O I
10.1007/978-3-319-33618-3_27
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Objectives: Clinical intervention for non-breathing newborns due to birth asphyxia needs to be conducted within the first minute of life. The responses of the babies are affected by complicated interactions between physiological conditions of the newborns and the combination of various clinical treatments, e.g., drying thoroughly, stimulation, manual bag-mask ventilation, chest compression, etc. Previously, we have proposed methods to detect and parameterize various events regarding bag mask ventilation. However, the outcome of the resuscitation is likely influenced by not only ventilation but also other therapeutics activities. The detection of the existence of activities using information from acceleration signals is illustrated in this paper. Methods: Short time energy of the acceleration signal is calculated. A thresholding method is applied on the amplitude of the energy signal to determine activity or rest. Results: The average sensitivity and specificity of the detection of activities are 90% and 80% respectively. Conclusions: The performance of the detection algorithm indicates the possibility to use acceleration signal to detect the presence of various activities during resuscitation procedure.
引用
收藏
页码:262 / 270
页数:9
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