ALPAS: Analog-PIR-sensor-based activity recognition system in smarthome

Yukitoshi Kashimoto, Masashi Fujiwara, Manato Fujimoto, Hirohiko Suwa, Yutaka Arakawa, Keiichi Yasumoto

研究成果: Chapter in Book/Report/Conference proceedingConference contribution

6 引用 (Scopus)

抜粋

These days, smart home applications such as a concierge service for residents, home appliance control and so on are attracting attention. In order to realize these applications, we strongly believe that we need a system which recognizes the various human activities accurately with a low cost device. There are many studies which work on the activity recognition in the smarthome. Moreover, we also have proposed the activity recognition technique in the smarthome by utilizing the digital-output-PIR sensor, door sensor, watt meter. However, the study has the challenge: we cannot distinguish between the similar tiny activities at the same place: 'eating' and 'reading' with sitting on a sofa. In order to cope with this challenge, we introduce ALPAS: analog-output-PIR-sensor-based activity recognition technique which recognizes the detailed activities of the user. Our technique recognizes the activity of the user by utilizing the machine learning. We evaluated the proposed technique in a smarthome which belongs to the authors' university. In the evaluation, three subjects performed four different activities with sitting on a sofa. As a result, we achieved F-Measure: 57.0%.

元の言語英語
ホスト出版物のタイトルProceedings - 31st IEEE International Conference on Advanced Information Networking and Applications, AINA 2017
編集者Tomoya Enokido, Hui-Huang Hsu, Chi-Yi Lin, Makoto Takizawa, Leonard Barolli
出版者Institute of Electrical and Electronics Engineers Inc.
ページ880-885
ページ数6
ISBN(電子版)9781509060283
DOI
出版物ステータス出版済み - 5 5 2017
外部発表Yes
イベント31st IEEE International Conference on Advanced Information Networking and Applications, AINA 2017 - Taipei, 台湾省、中華民国
継続期間: 3 27 20173 29 2017

出版物シリーズ

名前Proceedings - International Conference on Advanced Information Networking and Applications, AINA
ISSN(印刷物)1550-445X

会議

会議31st IEEE International Conference on Advanced Information Networking and Applications, AINA 2017
台湾省、中華民国
Taipei
期間3/27/173/29/17

All Science Journal Classification (ASJC) codes

  • Engineering(all)

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  • これを引用

    Kashimoto, Y., Fujiwara, M., Fujimoto, M., Suwa, H., Arakawa, Y., & Yasumoto, K. (2017). ALPAS: Analog-PIR-sensor-based activity recognition system in smarthome. : T. Enokido, H-H. Hsu, C-Y. Lin, M. Takizawa, & L. Barolli (版), Proceedings - 31st IEEE International Conference on Advanced Information Networking and Applications, AINA 2017 (pp. 880-885). [7921000] (Proceedings - International Conference on Advanced Information Networking and Applications, AINA). Institute of Electrical and Electronics Engineers Inc.. https://doi.org/10.1109/AINA.2017.33