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Automated Multimodal Diagnostic System of Social Infrastructures by Inspection Experts' Skill Extraction

Research Project

Project/Area Number 16H06680
Research Category

Grant-in-Aid for Research Activity Start-up

Allocation TypeSingle-year Grants
Research Field Perceptual information processing
Research InstitutionThe University of Tokyo

Principal Investigator

FUJII Hiromitsu  東京大学, 大学院工学系研究科(工学部), 特任講師 (30781215)

Research Collaborator ASAMA Hajime  東京大学, 大学院工学系研究科, 教授 (50184156)
YAMASHITA Atsushi  東京大学, 大学院工学系研究科, 准教授 (30334957)
Im Jonghoon  東京大学, 大学院工学系研究科
Kasahara Jun Younes Louhi  東京大学, 大学院工学系研究科
YANAGIHARA Yoshitaka  東急建設株式会社
NAKAMURA Satoru  東急建設株式会社
TAKAHASHI Yusuke  東急建設株式会社
Project Period (FY) 2016-08-26 – 2018-03-31
Project Status Completed (Fiscal Year 2017)
Budget Amount *help
¥2,990,000 (Direct Cost: ¥2,300,000、Indirect Cost: ¥690,000)
Fiscal Year 2017: ¥1,430,000 (Direct Cost: ¥1,100,000、Indirect Cost: ¥330,000)
Fiscal Year 2016: ¥1,560,000 (Direct Cost: ¥1,200,000、Indirect Cost: ¥360,000)
Keywordsインフラ点検 / 自動診断 / センサ情報処理 / 打音検査 / 機械学習 / 構造物診断 / 知能機械
Outline of Final Research Achievements

Aged deterioration of social infrastructure is rapidly getting serious. At conventional inspection sites, hammering tests have been carried out by skilled inspectors. At present, for safety and security, highly reliable automatic diagnostic technologies which replace hammering tests by the skilled inspectors are urgently required.
In this research, in order to realize high efficiency, high accuracy of diagnosis, and robustness against difference inspection targets in different environments, we aim to construct an automatic diagnosis system using multimodal signal. We worked on the following two approaches, and achieved the system construction and verification by experiments. 1) Improvement of robustness against differences in inspection targets and environments by using knowledge and working protocol of skilled inspectors. 2) Detection of crack direction against surface of the concrete using multimodal information obtained from acoustic sensors and a visual sensor with a laser scanner.

Report

(3 results)
  • 2017 Annual Research Report   Final Research Report ( PDF )
  • 2016 Annual Research Report
  • Research Products

    (7 results)

All 2018 2017 2016

All Journal Article (1 results) (of which Int'l Joint Research: 1 results,  Peer Reviewed: 1 results,  Open Access: 1 results) Presentation (6 results) (of which Int'l Joint Research: 2 results,  Invited: 1 results)

  • [Journal Article] Fuzzy Clustering of Spatially Relevant Acoustic Data for Defect Detection2018

    • Author(s)
      Jun Younes Louhi Kasahara, Hiromitsu Fujii, Atsushi Yamashita, Hajime Asama
    • Journal Title

      IEEE Robotics and Automation Letters

      Volume: 3 Issue: 3 Pages: 2616-2623

    • DOI

      10.1109/lra.2018.2820178

    • Related Report
      2017 Annual Research Report
    • Peer Reviewed / Open Access / Int'l Joint Research
  • [Presentation] Substituting Spatial by Temporal Information in Clustering of Audio Data for Defect Diagnosis2018

    • Author(s)
      Louhi Kasahara Jun Younes, Miyagusuku Renato, Fujii Hiromitsu, Yamashita Atsushi, Asama Hajime
    • Organizer
      2018年度精密工学会春季大会学術講演会講演論文集
    • Related Report
      2017 Annual Research Report
  • [Presentation] Multi-Modal Diagnostic Method for Detection of Concrete Crack Direction Using Light-Section Method and Hammering Test2017

    • Author(s)
      Jonghoon Im, Hiromitsu Fujii, Atsushi Yamashita and Hajime Asama
    • Organizer
      The 14th International Conference on Ubiquitous Robots and Ambient Intelligence
    • Place of Presentation
      Jeju, Korea
    • Year and Date
      2017-06-28
    • Related Report
      2016 Annual Research Report
  • [Presentation] Multi-Modal Diagnostic Method for Detection of Concrete Crack Direction Using Light-Section Method and Hammering Test2017

    • Author(s)
      Jonghoon Im, Hiromitsu Fujii, Atsushi Yamashita, Hajime Asama
    • Organizer
      Proceedings of the 14th International Conference on Ubiquitous Robots and Ambient Intelligence
    • Related Report
      2017 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Clustering of Spatially Relevant Audio Data using Mel-Frequency Cepstrum for Diagnosis of Concrete Structure by Hammering Test2017

    • Author(s)
      Jun Younes Louhi Kasahara, Hiromitsu Fujii, Atsushi Yamashita, Hajime Asama
    • Organizer
      Proceedings of the 2017 IEEE/SICE International Symposium on System Integration
    • Related Report
      2017 Annual Research Report
    • Int'l Joint Research
  • [Presentation] 視覚センサおよび聴覚センサを用いたコンクリートひび割れの侵入方向の検出2017

    • Author(s)
      林 鍾勳, 藤井 浩光, 山下 淳, 淺間 一
    • Organizer
      映像情報メディア学会技術報告
    • Place of Presentation
      関東学院大学 関内メディアセンター,神奈川県 横浜市
    • Related Report
      2016 Annual Research Report
  • [Presentation] 【招待ショートサーベイ】インフラ点検のための変状識別技術2016

    • Author(s)
      藤井 浩光, 山下 淳, 淺間 一
    • Organizer
      電子情報通信学会技術研究報告(IEICE-PRMU2016-74)
    • Place of Presentation
      富山大学 五福キャンパス,富山県 富山市
    • Year and Date
      2016-09-05
    • Related Report
      2016 Annual Research Report
    • Invited

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Published: 2016-09-02   Modified: 2019-03-29  

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