このプレプリントは論文として出版されています
DOI: http://id.nii.ac.jp/1001/00197915/
プレプリント / バージョン1

ウェアラブルバイタルセンサーを用いたドライバー管理アプリケーションの実証実験

##article.authors##

  • 山登, 庸次 NTT ソフトウェアイノベーションセンタ
  • 中山, 実 NTT ソフトウェアイノベーションセンタ
  • 千葉, 明宏 NTT サービスエボリューション研究所
  • 増田, 知彰 NTTコミュニケーションズ株式会社
  • 吉田, 徳太郎 NTTコミュニケーションズ株式会社

DOI:

https://doi.org/10.51094/jxiv.726

キーワード:

IoT、 hitoe、 クラウドコンピューティング、 ドライバー管理、 Sparkストリーミング、 リアルタイム処理

抄録

ドライバー管理アプリケーション (DMA) を提案する。従業員バイタルデータをリアルタイムに取得し、既存の問題を解決する。近年はIoT技術が進んでいるが、労働者の分析されたバイタルデータに基づくリアルタイムのアクションはまだ実現されていない。原因は分析手法で、具体的には、ストリーム/マイクロバッチ処理、高いネットワークコスト、不十分なバックエンドシステム連携である。 これらの問題を解決するために、DMAはドライバーのバイタルデータを、ウェアラブルセンサーhitoeによる心電計と加速度計で取得し、スマートフォンやクラウド上で解析し姿勢や疲労度を推定する。DMAは、アラートや代替者の割り当てなどのリアルタイムのアクションを実行する。長期的には、分析された危険運転や疲労レベルに基づいてドライバーを評価する。 実装したDMAを用いて、2016年10月から京福バス株式会社と実証実験を実施し、2016年11月にその有効性を検証した。

情報処理学会デジタルプラクティス,Vol.10, No.3, pp.588-602, 2019年7月

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投稿日時: 2024-05-28 03:58:43 UTC

公開日時: 2024-05-31 10:34:32 UTC
研究分野
情報科学