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@article{ART002448726},
author={Jiyoung Woo and Jaeseok Yun},
title={Detection of Moving Direction using PIR Sensors and Deep Learning Algorithm},
journal={Journal of The Korea Society of Computer and Information},
issn={1598-849X},
year={2019},
volume={24},
number={3},
pages={11-17},
doi={10.9708/jksci.2019.24.03.011}

TY - JOUR
AU - Jiyoung Woo
AU - Jaeseok Yun
TI - Detection of Moving Direction using PIR Sensors and Deep Learning Algorithm
JO - Journal of The Korea Society of Computer and Information
PY - 2019
VL - 24
IS - 3
PB - The Korean Society Of Computer And Information
SP - 11
EP - 17
SN - 1598-849X
AB - In this paper, we propose a method to recognize the moving direction in the indoor environment by using the sensing system equipped with passive infrared (PIR) sensors and a deep learning algorithm. A PIR sensor generates a signal that can be distinguished according to the direction of movement of the user. A sensing system with four PIR sensors deployed by 45° increments is developed and installed in the ceiling of the room. The PIR sensor signals from 6 users with 10-time experiments for 8 directions were collected. We extracted the raw data sets and performed experiments varying the number of sensors fed into the deep learning algorithm. The proposed sensing system using deep learning algorithm can recognize the users’ moving direction by 99.2 %. In addition, with only one PIR senor, the recognition accuracy reaches 98.4%.
KW - Passive infrared;movement direction detection;deep learning;machine learning;convolutional neural network
DO - 10.9708/jksci.2019.24.03.011
ER -

Jiyoung Woo and Jaeseok Yun. (2019). Detection of Moving Direction using PIR Sensors and Deep Learning Algorithm. Journal of The Korea Society of Computer and Information, 24(3), 11-17.

Jiyoung Woo and Jaeseok Yun. 2019, "Detection of Moving Direction using PIR Sensors and Deep Learning Algorithm", Journal of The Korea Society of Computer and Information, vol.24, no.3 pp.11-17. Available from: doi:10.9708/jksci.2019.24.03.011

Jiyoung Woo, Jaeseok Yun "Detection of Moving Direction using PIR Sensors and Deep Learning Algorithm" Journal of The Korea Society of Computer and Information 24.3 pp.11-17 (2019) : 11.

Jiyoung Woo, Jaeseok Yun. Detection of Moving Direction using PIR Sensors and Deep Learning Algorithm. 2019; 24(3), 11-17. Available from: doi:10.9708/jksci.2019.24.03.011

Jiyoung Woo and Jaeseok Yun. "Detection of Moving Direction using PIR Sensors and Deep Learning Algorithm" Journal of The Korea Society of Computer and Information 24, no.3 (2019) : 11-17.doi: 10.9708/jksci.2019.24.03.011

Jiyoung Woo; Jaeseok Yun. Detection of Moving Direction using PIR Sensors and Deep Learning Algorithm. Journal of The Korea Society of Computer and Information, 24(3), 11-17. doi: 10.9708/jksci.2019.24.03.011

Jiyoung Woo; Jaeseok Yun. Detection of Moving Direction using PIR Sensors and Deep Learning Algorithm. Journal of The Korea Society of Computer and Information. 2019; 24(3) 11-17. doi: 10.9708/jksci.2019.24.03.011

Jiyoung Woo, Jaeseok Yun. Detection of Moving Direction using PIR Sensors and Deep Learning Algorithm. 2019; 24(3), 11-17. Available from: doi:10.9708/jksci.2019.24.03.011

Jiyoung Woo and Jaeseok Yun. "Detection of Moving Direction using PIR Sensors and Deep Learning Algorithm" Journal of The Korea Society of Computer and Information 24, no.3 (2019) : 11-17.doi: 10.9708/jksci.2019.24.03.011