Development of Wearable Device and Clustering Based Method for Detecting Falls in the Elderly

Po Ting Lee, Wen Ching Chiu, Yuan Hao Ho, You Cheng Tai, Chou Ching K. Lin, Chih Lung Lin

研究成果: Conference contribution

3 引文 斯高帕斯(Scopus)

摘要

This work presents a wearable inertial sensor-based system for detecting falls in the elderly. The system is fixed on the elderly's head to obtain stable human body acceleration. To detect a variety of falls, a K-means model based on abundant daily activity data is constructed, and then the fall samples are detected by comparing the similarity with the other non-fall samples. The system requires no fall samples for training, and achieves an accuracy of 96.8%.

原文English
主出版物標題2021 IEEE 10th Global Conference on Consumer Electronics, GCCE 2021
發行者Institute of Electrical and Electronics Engineers Inc.
頁面231-232
頁數2
ISBN(電子)9781665436762
DOIs
出版狀態Published - 2021
事件10th IEEE Global Conference on Consumer Electronics, GCCE 2021 - Kyoto, Japan
持續時間: 2021 10月 122021 10月 15

出版系列

名字2021 IEEE 10th Global Conference on Consumer Electronics, GCCE 2021

Conference

Conference10th IEEE Global Conference on Consumer Electronics, GCCE 2021
國家/地區Japan
城市Kyoto
期間21-10-1221-10-15

All Science Journal Classification (ASJC) codes

  • 電腦科學應用
  • 訊號處理
  • 生物醫學工程
  • 電氣與電子工程
  • 媒體技術
  • 儀器

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