A neural network based infant monitoring system to facilitate diagnosis of epileptic seizures

Yuya Ogura, Hideaki Hayashi, Shota Nakashima, Zu Soh, Taro Shibanoki, Koji Shimatani, Akihito Takeuchi, Makoto Nakamura, Akihisa Okumura, Yuichi Kurita, Toshio Tsuji

研究成果: 著書/レポートタイプへの貢献会議での発言

1 引用 (Scopus)

抜粋

In this paper, we propose an infant monitoring system that automatically detects epileptic seizures in domestic and hospital environments. The proposed system measures the movements and electroencephalogram (EEG) signals of an infant using a video camera and an electroencephalograph. Seizure features are then extracted from the video images and EEG signals, and the evaluation indices based on medical knowledge are calculated from the features. The system employs a probabilistic neural network for the automatic detection of seizures, thereby allowing the choice/combination of evaluation indices appropriate for the environment via network training. We tested the system in simulated domestic and hospital environments. The validity of the proposed system was reinforced by the results of comparisons with clinical diagnoses.

元の言語英語
ホスト出版物のタイトル2015 37th Annual International Conference of the IEEE Engineering in Medicine and Biology Society, EMBC 2015
出版者Institute of Electrical and Electronics Engineers Inc.
ページ5614-5617
ページ数4
ISBN(電子版)9781424492718
DOI
出版物ステータス出版済み - 11 4 2015
外部発表Yes
イベント37th Annual International Conference of the IEEE Engineering in Medicine and Biology Society, EMBC 2015 - Milan, イタリア
継続期間: 8 25 20158 29 2015

出版物シリーズ

名前Proceedings of the Annual International Conference of the IEEE Engineering in Medicine and Biology Society, EMBS
2015-November
ISSN(印刷物)1557-170X

その他

その他37th Annual International Conference of the IEEE Engineering in Medicine and Biology Society, EMBC 2015
イタリア
Milan
期間8/25/158/29/15

    フィンガープリント

All Science Journal Classification (ASJC) codes

  • Signal Processing
  • Biomedical Engineering
  • Computer Vision and Pattern Recognition
  • Health Informatics

これを引用

Ogura, Y., Hayashi, H., Nakashima, S., Soh, Z., Shibanoki, T., Shimatani, K., ... Tsuji, T. (2015). A neural network based infant monitoring system to facilitate diagnosis of epileptic seizures. : 2015 37th Annual International Conference of the IEEE Engineering in Medicine and Biology Society, EMBC 2015 (pp. 5614-5617). [7319665] (Proceedings of the Annual International Conference of the IEEE Engineering in Medicine and Biology Society, EMBS; 巻数 2015-November). Institute of Electrical and Electronics Engineers Inc.. https://doi.org/10.1109/EMBC.2015.7319665