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2018 Fiscal Year Annual Research Report

Deep Learning Based Physiological Classifier Feedback for Comfortable Navigation

Research Project

Project/Area Number 16K21719
Research InstitutionNagoya University

Principal Investigator

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

Project Period (FY) 2016-04-01 – 2019-03-31
KeywordsAutonomous Navigation / Passenger Stress / Comfort / 慣れ / Personal Mobility
Outline of Annual Research Achievements

I built a human tracker to detect and track humans around the Personal Mobility Vehicle (PMV). A density map around the PMV was built to extract the personal space of PMV's in pedestrian paths.
A local path planner was built based on this personal space shape around the PMV.
The local planner computed safe and comfortable trajectories for the PMV while keeping the personal space free from obstacles.
Results were published in a high impact international conference paper (IROS 2018 "Personal Mobility Vehicle Autonomous Navigation through Pedestrian Flow: A Data Driven Approach for Parameter Extraction"). Currently there is under submission an IROS2019 paper and I am preparing another international conference paper (IROS 2020) and a journal version of the work.

  • Research Products

    (6 results)

All 2018 Other

All Int'l Joint Research (3 results) Journal Article (1 results) Presentation (2 results) (of which Int'l Joint Research: 2 results)

  • [Int'l Joint Research] Luca Bascetta/Instituto Politecnico di Milano(イタリア)

    • Country Name
      ITALY
    • Counterpart Institution
      Luca Bascetta/Instituto Politecnico di Milano
  • [Int'l Joint Research] Umit Ozguner/Ohio State(米国)

    • Country Name
      U.S.A.
    • Counterpart Institution
      Umit Ozguner/Ohio State
  • [Int'l Joint Research] Marc Patrick Zapf/BOSCH(中国)

    • Country Name
      CHINA
    • Counterpart Institution
      Marc Patrick Zapf/BOSCH
  • [Journal Article] Passenger discomfort map for autonomous navigation in a robotic wheelchair2018

    • Author(s)
      Morales Yoichi、Watanabe Atsushi、Ferreri Florent、Even Jani、Shinozawa Kazuhiro、Hagita Norihiro
    • Journal Title

      Robotics and Autonomous Systems

      Volume: 103 Pages: 13~26

    • DOI

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

  • [Presentation] Personal Mobility Vehicle Autonomous Navigation Through Pedestrian Flow: A Data Driven Approach for Parameter Extraction2018

    • Author(s)
      Morales Yoichi、Akai Naoki、Murase Hiroshi
    • Organizer
      IROS 2018
    • Int'l Joint Research
  • [Presentation] Data-Driven, 3-D Classification of Person-Object Relationships and Semantic Context Clustering for Robotics and AI Applications2018

    • Author(s)
      Zapf Marc Patrick、Gupta Astha、Morales Saiki Luis Yoichi、Kawanabe Motoaki
    • Organizer
      RoMAN 2018
    • Int'l Joint Research

URL: 

Published: 2019-12-27  

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