An RSSI-Based Device-Free Localization System for Smart Wards

Yu Siang Feng, Hsiao Yu Liu, Mei Hui Hsieh, Hsiao Chun Fung, Chan Yi Chang, Chi Cheng Yu, Chih Wei Huang

研究成果: 書貢獻/報告類型會議論文篇章同行評審

摘要

Patient monitoring during hospitalization and intime assistance are essential tasks. However, it is always challenging for medical personnel to efficiently monitor duties, especially under raising attention to privacy issues. Advances in devicefree localization (DFL) technologies and the evolution of machine learning technologies made localization more accurate than ever. We take advantage of easily accessible Wi-Fi signals around the wards and perform privacy-preserving localization on patients using multi-scale convolutional neural network (CNN) and long short-term memory (LSTM) models. The results demonstrate high localization accuracy. Also, the system can be extended for emergent event detection, enabling medical personnel to react promptly.

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主出版物標題2021 IEEE International Conference on Consumer Electronics-Taiwan, ICCE-TW 2021
發行者Institute of Electrical and Electronics Engineers Inc.
ISBN(電子)9781665433280
DOIs
出版狀態已出版 - 2021
事件8th IEEE International Conference on Consumer Electronics-Taiwan, ICCE-TW 2021 - Penghu, Taiwan
持續時間: 15 9月 202117 9月 2021

出版系列

名字2021 IEEE International Conference on Consumer Electronics-Taiwan, ICCE-TW 2021

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???event.eventtypes.event.conference???8th IEEE International Conference on Consumer Electronics-Taiwan, ICCE-TW 2021
國家/地區Taiwan
城市Penghu
期間15/09/2117/09/21

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