Investigation of fall-risk using a wearable device with accelerometers and rate gyroscopes

被引:43
作者
Giansanti, Daniele [1 ]
机构
[1] Ist Super Sanita, Dipartimento Tecnol & Salute, I-00161 Rome, Italy
关键词
patient-monitoring; accelerometer; gyroscopes; simulation; 3D rigid body position and orientation; human movement analysis; accuracy; fall-risk; fall prevention;
D O I
10.1088/0967-3334/27/11/003
中图分类号
Q6 [生物物理学];
学科分类号
071011 ;
摘要
A clinical tool and an associated test that can assess fall- risk in elderly patients have been designed. The clinical tool was based on a wearable device with accelerometers and rate gyroscopes to identify trunk kinematic parameters. The test was based on a posturography protocol with different constraints and statistical analysis of the kinematic parameters. Statistical clustering based on the Mahalanobis distance was carried out using three groups of 30 subjects (1, age < 65 years; 2, age >= 65 years and 3, age >= 65 years and a fall history). The method was statistically validated using three groups of 100 subjects. The test allowed discrimination of elderly subjects with a high fall- risk with high specificity >= 0.930 and sensitivity >= 0.939.
引用
收藏
页码:1081 / 1090
页数:10
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