Fall Detection System for the Elderly Using RFID Tags with Sensing Capability

被引:0
作者
Toda, Koichi [1 ]
Shinomiya, Norihiko [1 ]
机构
[1] Soka Univ, Grad Sch Engn, Tokyo, Japan
来源
2018 IEEE 7TH GLOBAL CONFERENCE ON CONSUMER ELECTRONICS (GCCE 2018) | 2018年
关键词
fall detection; RFID; machine learning; ACTIVITY RECOGNITION; DEVICE;
D O I
暂无
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
This research aims at building a fall detection system for the elderly at home. In addition, this system reduces uncomfortable feeling by not attaching sensors to the human bodies. In the previous research, RFID tags with sensing capability were already used to detect behaviors. However, the previous system detects only behaviors such as standing up and sitting down while using a wheelchair. The purpose of the proposing system is to detect falls while walking. For that purpose, passive RFID tags are employed to the room shoes in order to monitor the motions of the elderly and simultaneously detect his/ her accidents. This paper presents the system for data collection and feature extraction, using machine learning techniques, and experimental results.
引用
收藏
页码:475 / 478
页数:4
相关论文
共 9 条
  • [1] Akazawa K, 2013, B SOC MED, V30, P123
  • [2] Fukawa T., 2012, EPIDEMIOLOGY RES INT, V2012, P9
  • [3] Microsoft Azure, 2018, MULT DEC FOR
  • [4] Mitabe N., 2016, 2016 IEEE 5 GLOB C C, P1
  • [5] Miura K., 2007, J HUMAN LIFE SCI, V6
  • [6] A High Reliability Wearable Device for Elderly Fall Detection
    Pierleoni, Paola
    Belli, Alberto
    Palma, Lorenzo
    Pellegrini, Marco
    Pernini, Luca
    Valenti, Simone
    [J]. IEEE SENSORS JOURNAL, 2015, 15 (08) : 4544 - 4553
  • [7] Semiconductor Components Industries, 2016, CHAMELEONTM TECHN EN
  • [8] Toward a Wearable RFID System for Real-Time Activity Recognition Using Radio Patterns
    Wang, Liang
    Gu, Tao
    Tao, Xianping
    Lu, Jian
    [J]. IEEE TRANSACTIONS ON MOBILE COMPUTING, 2017, 16 (01) : 228 - 242
  • [9] Compressive Representation for Device-Free Activity Recognition with Passive RFID Signal Strength
    Yao, Lina
    Sheng, Quan Z.
    Li, Xue
    Gu, Tao
    Tan, Mingkui
    Wang, Xianzhi
    Wang, Sen
    Ruan, Wenjie
    [J]. IEEE TRANSACTIONS ON MOBILE COMPUTING, 2018, 17 (02) : 293 - 306