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
相关论文
共 28 条
[11]  
Kandel E.R, 2000, PRINCIPI NEUROSCIENZ
[12]   A description of an accelerometer-based mobility monitoring technique [J].
Lyons, GM ;
Culhane, KM ;
Hilton, D ;
Grace, PA ;
Lyons, D .
MEDICAL ENGINEERING & PHYSICS, 2005, 27 (06) :497-504
[13]  
MACCIONI G, 2005, GAIT POSTURE S, V21, pS132
[14]  
Massion Jean, 1994, Current Opinion in Neurobiology, V4, P877, DOI 10.1016/0959-4388(94)90137-6
[15]   Accelerometry: providing an integrated, practical method for long-term, ambulatory monitoring of human movement [J].
Mathie, MJ ;
Coster, ACF ;
Lovell, NH ;
Celler, BG .
PHYSIOLOGICAL MEASUREMENT, 2004, 25 (02) :R1-R20
[16]   Detection of daily physical activities using a triaxial accelerometer [J].
Mathie, MJ ;
Coster, ACF ;
Lovell, NH ;
Celler, BG .
MEDICAL & BIOLOGICAL ENGINEERING & COMPUTING, 2003, 41 (03) :296-301
[17]  
MATHIE MJ, 2001, 23 ANN INT C MED BIO, P301
[18]   A new method for evaluating motor control in gait under real-life environmental conditions. Part 1: The instrument [J].
Moe-Nilssen, R .
CLINICAL BIOMECHANICS, 1998, 13 (4-5) :320-327
[19]  
MOENILSSEN R, 1999, THESIS U BERGEN
[20]   Internal models in the control of posture [J].
Morasso, PG ;
Baratto, L ;
Capra, R ;
Spada, G .
NEURAL NETWORKS, 1999, 12 (7-8) :1173-1180