Evaluation of a threshold-based tri-axial accelerometer fall detection algorithm

被引:539
|
作者
Bourke, A. K. [1 ]
O'Brien, J. V.
Lyons, G. M.
机构
[1] Univ Limerick, Dept Elect & Comp Engn, Biomed Elect Lab, Limerick, Ireland
[2] Univ Limerick, Dept Phys Educ & Sport Sci, Limerick, Ireland
关键词
falls in the elderly; fall detection; accelerometer; ADL; resultant-magnitude signal;
D O I
10.1016/j.gaitpost.2006.09.012
中图分类号
Q189 [神经科学];
学科分类号
071006 ;
摘要
Using simulated falls performed under supervised conditions and activities of daily living (ADL) performed by elderly subjects, the ability to discriminate between falls and ADL was investigated using tri-axial accelerometer sensors, mounted on the trunk and thigh. Data analysis was performed using MATLAB to determine the peak accelerations recorded during eight different types of falls. These included; forward falls, backward falls and lateral falls left and right, performed with legs straight and flexed. Falls detection algorithms were devised using thresholding techniques. Falls could be distinguished from ADL for a total data set from 480 movements. This was accomplished using a single threshold determined by the fall-event data-set, applied to the resultant-magnitude acceleration signal from a tri-axial accelerometer located at the trunk. (c) 2006 Elsevier B.V. All rights reserved.
引用
收藏
页码:194 / 199
页数:6
相关论文
共 50 条
  • [21] Assessment of Waist-worn Tri-axial Accelerometer Based Fall-detection Algorithms using Continuous Unsupervised Activities
    Bourke, Alan K.
    van de Ven, Pepijn
    Gamble, Mary
    O'Connor, Raymond
    Murphy, Kieran
    Bogan, Elizabeth
    McQuade, Eamonn
    Finucane, Paul
    O'Laighin, Gearoid
    Nelson, John
    2010 ANNUAL INTERNATIONAL CONFERENCE OF THE IEEE ENGINEERING IN MEDICINE AND BIOLOGY SOCIETY (EMBC), 2010, : 2782 - 2785
  • [22] DESIGN OF A TRI-AXIAL MICRO PIEZOELECTRIC ACCELEROMETER
    Han, Rui-hua
    Wang, Jian-yan
    Xu, Ma-hui
    Guo, Hang
    PROCEEDINGS OF 2016 SYMPOSIUM ON PIEZOELECTRICITY, ACOUSTIC WAVES, AND DEVICE APPLICATIONS (SPAWDA), 2016, : 66 - 70
  • [23] A Tri-axial Resonating Beam MEMS Accelerometer
    Yadav, Chinmay
    Raju, S. Srinivasulu
    Yenuganti, Sujan
    JOURNAL OF ELECTRICAL ENGINEERING & TECHNOLOGY, 2024, : 773 - 783
  • [24] Evaluation of gait symmetry using a tri-axial accelerometer in stroke patients
    Terui, Yoshino
    Suto, Eriko
    Konno, Yohei
    Kubota, Kouun
    Iwakura, Masahiro
    Satou, Mizuki
    Nitta, Shioto
    Hasegawa, Kouichi
    Satake, Masahiro
    Shioya, Takanobu
    NEUROREHABILITATION, 2018, 42 (02) : 173 - 180
  • [25] Fall Detection System: Signal Analysis in Reducing False Alarms using Built-in Tri-axial Accelerometer
    Abd Aziz, Nur Syazarin Natasha
    Daud, Salwani Mohd
    Abas, Hafiza
    Shariff, Sya Azmeela
    Noor, Nur Qamarina Mohd
    2018 2ND INTERNATIONAL CONFERENCE ON BIOSIGNAL ANALYSIS, PROCESSING AND SYSTEMS (ICBAPS 2018), 2018, : 76 - 80
  • [26] Fall body detection algorithm based on tri-accelerometer sensors
    Salgado, Paulo
    Afonso, Paulo
    14TH IEEE INTERNATIONAL SYMPOSIUM ON COMPUTATIONAL INTELLIGENCE AND INFORMATICS (CINTI), 2013, : 355 - 358
  • [27] VALIDATION OF STATIC AND DYNAMIC ACTIVITY DETECTION USING A TRI-AXIAL ACCELEROMETER AND VIDEO
    Lugade, Vipul
    Fortune, Emma
    Morrow, Melissa
    Kaufman, Kenton
    PROCEEDINGS OF THE ASME SUMMER BIOENGINEERING CONFERENCE, PTS A AND B, 2012, : 1067 - 1068
  • [28] Human Gait Classification Using a Tri-axial Accelerometer
    Lotfi, Ahmad
    Minh Nguyen
    Langensiepen, Caroline
    8TH ACM INTERNATIONAL CONFERENCE ON PERVASIVE TECHNOLOGIES RELATED TO ASSISTIVE ENVIRONMENTS (PETRA 2015), 2015,
  • [29] Categorising sheep activity using a tri-axial accelerometer
    Barwick, Jamie
    Lamb, David W.
    Dobos, Robin
    Welch, Mitchell
    Trotter, Mark
    COMPUTERS AND ELECTRONICS IN AGRICULTURE, 2018, 145 : 289 - 297
  • [30] DESIGN AND SIMULATION FOR TRI-AXIAL PIEZORESISTIVE MEMS ACCELEROMETER
    Liu, Meng
    Zhang, Wei
    Hao, Yilong
    MICRO-NANO TECHNOLOGY XIII, 2012, 503 : 312 - 317