Fall detection and reducing detection error using FMCW radar

被引:2
|
作者
Baik, Jaeyoung [1 ]
Jung, Chaewon [1 ]
Nam, Ari [1 ]
Shin, Hyun-Chool [2 ]
机构
[1] Soongsil Univ, Dept Elect Engn, Seoul 06978, South Korea
[2] Soongsil Univ, Dept Software Convergence, Seoul 06978, South Korea
关键词
FMCW radar; fall detection; false positives; SVM; LDA;
D O I
10.1109/ITC-CSCC55581.2022.9895063
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
Elderly people are at high risk of serious injuries from falls and need help quickly. The use of conventional contact sensors or cameras can cause inconvenience to users, so research on fall detection using non-contact sensors is attraction attention. In this paper, we propose an algorithm to classify falls by using Frequency Modulation Continuous Wave (FMCW) radar, and feature to minimize false positives. The proposed feature's performance is evaluated with supervised machine learning, such as Support Vector Machine (SVM) and Linear Discriminant Analysis (LDA).
引用
收藏
页码:553 / 555
页数:3
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