A High Reliability Wearable Device for Elderly Fall Detection

被引:193
|
作者
Pierleoni, Paola [1 ]
Belli, Alberto [1 ]
Palma, Lorenzo [1 ]
Pellegrini, Marco [2 ]
Pernini, Luca [1 ]
Valenti, Simone [1 ]
机构
[1] Univ Politecn Marche, Dept Informat Engn, I-60131 Ancona, Italy
[2] LIF Srl, I-50018 Scandicci, Italy
关键词
Accelerometer; fall detection; gyroscope; magnetometer; MARG sensor; MEMS; wearable sensors; OLDER-PEOPLE; HUMAN MOVEMENT; RISK-FACTORS; IMPLEMENTATION; ORIENTATION; ALGORITHM; SENSORS; MEN; AGE;
D O I
10.1109/JSEN.2015.2423562
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
Falls are critical events among elderly people that requires timely rescue. In this paper, we propose a fall detection system consisting of an inertial unit that includes triaxial accelerometer, gyroscope, and magnetometer with efficient data fusion and fall detection algorithms. Starting from the raw data, the implemented orientation filter provides the correct orientation of the subject in terms of yaw, pitch, and roll angles. The system is tested according to experimental protocols, engaging volunteers who performed simulated falls, simulated falls with recovery, and activities of daily living. By placing our wearable sensor on the waist of the subject, the unit is able to achieve fall detection performance above those of similar systems proposed in literature. The results obtained through commonly adopted protocols show excellent accuracy, sensitivity and specificity, improving the results of other techniques proposed in the literature.
引用
收藏
页码:4544 / 4553
页数:10
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