• 研究課題をさがす
  • 研究者をさがす
  • KAKENの使い方
  1. 課題ページに戻る

2017 年度 実施状況報告書

Deep Learning Based Physiological Classifier Feedback for Comfortable Navigation

研究課題

研究課題/領域番号 16K21719
研究機関名古屋大学

研究代表者

MORALES・S Luis・Y  名古屋大学, 未来社会創造機構, 特任准教授 (40586244)

研究期間 (年度) 2016-04-01 – 2019-03-31
キーワードAutonomous Navigation / Passenger stress / 慣れ / Passenger state / Personal Mobility
研究実績の概要

I finished the implementation and the evaluation of a comfortable navigation framework for a passenger Personal Mobility Vehicle. The work was evaluated using questionnaires to extract user comfort/stress according to navigational styles. The navigation framework uses a discomfort map to build paths that result in comfortable navigation for the passenger. Results were published in a high impact international journal.

I did an analysis of passenger habituation where passenger stress was measured
with questionnaires and physiological sensors utilizing heart rate and skin conductance. The work models velocity of comfort of people on a robot during self driving and autonomous navigation.
Results were published in a high impact international conference paper.

現在までの達成度 (区分)
現在までの達成度 (区分)

2: おおむね順調に進展している

理由

I could do research in personal mobility vehicles where the main point was to achieve comfortable navigation.

In the first paper (journal) I concentrated in building a comfortable navigational framework for passenger personal mobility vehicles.

In the second paper I concentrated in building a velocity habituation method to achieve comfortable navigation where passenger stress was measured with physiological sensors.

今後の研究の推進方策

In this last fiscal year I plan to build a passenger stress classifier based on deep autoencoders to detect the level of habituation to the wheelchair and the level of stress of passengers based on physiological data.

次年度使用額が生じた理由

The reason to leave budget from 2017 to be used on 2018 fiscal year is to finalize experiments and pay for the remaining international conferences and international journals to be written.

  • 研究成果

    (2件)

すべて 2018 2017

すべて 雑誌論文 (1件) 学会発表 (1件) (うち国際学会 1件)

  • [雑誌論文] Passenger discomfort map for autonomous navigation in a robotic wheelchair2018

    • 著者名/発表者名
      Morales Yoichi、Watanabe Atsushi、Ferreri Florent、Even Jani、Shinozawa Kazuhiro、Hagita Norihiro
    • 雑誌名

      Robotics and Autonomous Systems

      巻: 103 ページ: 13~26

    • DOI

      https://doi.org/10.1016/j.robot.2018.02.002

  • [学会発表] Analysis of Navigational Habituation2017

    • 著者名/発表者名
      Luis Yoichi Morales, Jani Even, Jamilah Abdur-Rahim
    • 学会等名
      2017 IEEE/RSJ International Conference on Intelligent Robots and Systems (IROS 2017)
    • 国際学会

URL: 

公開日: 2018-12-17  

サービス概要 検索マニュアル よくある質問 お知らせ 利用規程 科研費による研究の帰属

Powered by NII kakenhi