Automatic Fall Monitoring: A Review

被引:164
作者
Pannurat, Natthapon [1 ]
Thiemjarus, Surapa [2 ]
Nantajeewarawat, Ekawit [1 ]
机构
[1] Thammasat Univ, Sirindhorn Int Inst Technol, Pathum Thani 12121, Thailand
[2] Natl Elect & Comp Technol Ctr, Pathum Thani 12120, Thailand
关键词
fall monitoring; fall detection; fall prevention; wireless sensors; wearable sensors; TRIAXIAL ACCELEROMETER; WEARABLE SENSOR; SMART SENSOR; SYSTEM; COMMUNITY; ALGORITHM; IMPACT; RISK; THRESHOLDS; PROTECTION;
D O I
10.3390/s140712900
中图分类号
O65 [分析化学];
学科分类号
070302 ; 081704 ;
摘要
Falls and fall-related injuries are major incidents, especially for elderly people, which often mark the onset of major deterioration of health. More than one-third of home-dwelling people aged 65 or above and two-thirds of those in residential care fall once or more each year. Reliable fall detection, as well as prevention, is an important research topic for monitoring elderly living alone in residential or hospital units. The aim of this study is to review the existing fall detection systems and some of the key research challenges faced by the research community in this field. We categorize the existing platforms into two groups: wearable and ambient devices; the classification methods are divided into rule-based and machine learning techniques. The relative merit and potential drawbacks are discussed, and we also outline some of the outstanding research challenges that emerging new platforms need to address.
引用
收藏
页码:12900 / 12936
页数:37
相关论文
共 124 条
  • [71] Lee RYW, 2011, AGE AGEING, V40, P690, DOI [10.1093/ageing/afr050, 10.1155/2011/653570]
  • [72] Implementation of accelerometer sensor module and fall detection monitoring system based on wireless sensor network
    Lee, Youngbum
    Kim, Jinkwon
    Son, Muntak
    Lee, Myoungho
    [J]. 2007 ANNUAL INTERNATIONAL CONFERENCE OF THE IEEE ENGINEERING IN MEDICINE AND BIOLOGY SOCIETY, VOLS 1-16, 2007, : 2315 - +
  • [73] Li Q., 2011, P 2 C WIRELESS HLTH, P1
  • [74] Li Q, 2009, SIXTH INTERNATIONAL WORKSHOP ON WEARABLE AND IMPLANTABLE BODY SENSOR NETWORKS, PROCEEDINGS, P138, DOI [10.1109/P3644.45, 10.1109/BSN.2009.46]
  • [75] A Microphone Array System for Automatic Fall Detection
    Li, Yun
    Ho, K. C.
    Popescu, Mihail
    [J]. IEEE TRANSACTIONS ON BIOMEDICAL ENGINEERING, 2012, 59 (05) : 1291 - 1301
  • [76] Wearable device for real-time monitoring of human falls
    Lin, Chern-Sheng
    Hsu, Hung Chun
    Lay, Yun-Long
    Chiu, Chuang-Chien
    Chao, Chi-Shih
    [J]. MEASUREMENT, 2007, 40 (9-10) : 831 - 840
  • [77] Evaluation of a fall detector based on accelerometers: a pilot study
    Lindemann, U
    Hock, A
    Stuber, M
    Keck, W
    Becker, C
    [J]. MEDICAL & BIOLOGICAL ENGINEERING & COMPUTING, 2005, 43 (05) : 548 - 551
  • [78] Towards an autonomous fall detection and alerting system on a mobile and pervasive environment
    Lopes, Ivo C.
    Vaidya, Binod
    Rodrigues, Joel J. P. C.
    [J]. TELECOMMUNICATION SYSTEMS, 2013, 52 (04) : 2299 - 2310
  • [79] LORD CJ, 1991, PROCEEDINGS OF THE ANNUAL INTERNATIONAL CONFERENCE OF THE IEEE ENGINEERING IN MEDICINE AND BIOLOGY SOCIETY, VOL 13, PTS 1-5, P1938, DOI 10.1109/IEMBS.1991.684830
  • [80] Lord S.R., 2001, FALLS OLDER PEOPLE R