• Search Research Projects
  • Search Researchers
  • How to Use
  1. Back to previous page

Evaluation of road surface irregularity using car probe data

Research Project

Project/Area Number 15H04023
Research Category

Grant-in-Aid for Scientific Research (B)

Allocation TypeSingle-year Grants
Section一般
Research Field Civil engineering materials/Construction/Construction management
Research InstitutionChiba University

Principal Investigator

Maruyama Yoshihisa  千葉大学, 大学院工学研究院, 准教授 (70397024)

Co-Investigator(Kenkyū-buntansha) 永田 茂  鹿島建設株式会社(技術研究所), 都市防災・風環境グループ, 上席研究員 (50217999)
Project Period (FY) 2015-04-01 – 2018-03-31
Project Status Completed (Fiscal Year 2017)
Budget Amount *help
¥18,200,000 (Direct Cost: ¥14,000,000、Indirect Cost: ¥4,200,000)
Fiscal Year 2017: ¥4,550,000 (Direct Cost: ¥3,500,000、Indirect Cost: ¥1,050,000)
Fiscal Year 2016: ¥5,070,000 (Direct Cost: ¥3,900,000、Indirect Cost: ¥1,170,000)
Fiscal Year 2015: ¥8,580,000 (Direct Cost: ¥6,600,000、Indirect Cost: ¥1,980,000)
Keywordsカープローブデータ / スマートフォン / 路面性状 / 国際ラフネス指数(IRI) / ロジスティック回帰分析 / 国際ラフネス指数 / サポートベクターマシン / 路面舗装 / 維持・管理 / 舗装路面
Outline of Final Research Achievements

This study aims to develop a numerical model to evaluate road surface irregularity using acceleration time histories recorded by car navigation systems and smartphones. The records of the transverse component of acceleration of the vehicle recorded by car navigation systems are employed to detect road sections with an international roughness index (IRI) of 12 mm/m or above. In addition, the records of the vertical accelerations recorded by smartphones are also considered to develop the numerical model to evaluate the road surface irregularity. Logistic regression analyses and support vector machine are employed to construct the numerical model. According to the evaluation of the accuracy, the result of the logistic regression analysis is suitable to detect the road sections with the IRI of 12 mm/m or above. Lastly, the numerical model is applied to a daily road patrol performed by road authority of local government.

Report

(4 results)
  • 2017 Annual Research Report   Final Research Report ( PDF )
  • 2016 Annual Research Report
  • 2015 Annual Research Report
  • Research Products

    (12 results)

All 2017 2016

All Journal Article (4 results) (of which Peer Reviewed: 3 results,  Open Access: 1 results) Presentation (8 results) (of which Int'l Joint Research: 2 results,  Invited: 1 results)

  • [Journal Article] Preliminary Study on the Use of Acceleration Time Histories Recorded by Car Navigation Systems to Monitor the Road Roughness Conditions2017

    • Author(s)
      丸山 喜久, 永田 茂
    • Journal Title

      IEEJ Transactions on Electronics, Information and Systems

      Volume: 137 Issue: 7 Pages: 877-883

    • DOI

      10.1541/ieejeiss.137.877

    • NAID

      130006846083

    • ISSN
      0385-4221, 1348-8155
    • Related Report
      2017 Annual Research Report
    • Peer Reviewed
  • [Journal Article] EVALUATION OF PAVEMENT SURFACE IRREGULARITY USING VERTICAL ACCELERATIONS RECORDED BY A SMARTPHONE2017

    • Author(s)
      河井 大地, 丸山 喜久, 永田 茂
    • Journal Title

      Journal of Japan Society of Civil Engineers, Ser. E1 (Pavement Engineering)

      Volume: 73 Issue: 3 Pages: I_79-I_87

    • DOI

      10.2208/jscejpe.73.I_79

    • NAID

      130006317035

    • ISSN
      2185-6559
    • Related Report
      2017 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Development of tsunami fragility function for ground-level roads2017

    • Author(s)
      Yoshihisa Maruyama, Osamu Itagaki
    • Journal Title

      Journal of Disaster Research

      Volume: 12 Pages: 131-136

    • NAID

      130008128134

    • Related Report
      2016 Annual Research Report
    • Peer Reviewed / Open Access
  • [Journal Article] Regression analysis to estimate the number of population using the GPS data collected from smartphones2017

    • Author(s)
      Rana Ichinose, Yoshihisa Maruyama, Shigeru Nagata
    • Journal Title

      Proceedings of the 10th Asia GIS Conference on Future Smart Cities

      Volume: -

    • Related Report
      2016 Annual Research Report
  • [Presentation] バネ下加速度を用いたIRI推定のための基礎検討2017

    • Author(s)
      市川恭平,丸山喜久
    • Organizer
      第8回インフラ・ライフライン減災対策シンポジウム
    • Related Report
      2017 Annual Research Report
  • [Presentation] Evaluation of road surface irregularity using accelerations recorded by car navigation systems2017

    • Author(s)
      Y. Maruyama, S. Nagata
    • Organizer
      12th International Conference on Structural Safety and Reliability
    • Related Report
      2017 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Damage to road network during recent earthquakes in Japan2017

    • Author(s)
      Y. Maruyama
    • Organizer
      18th ASEP International Convention
    • Related Report
      2017 Annual Research Report
    • Int'l Joint Research / Invited
  • [Presentation] 車載カメラ画像を用いた道路の地震被害抽出に向けた基礎検討2016

    • Author(s)
      瀬崎陸,丸山喜久
    • Organizer
      第7回インフラ・ライフライン減災対策シンポジウム
    • Place of Presentation
      熊本大学
    • Year and Date
      2016-12-05
    • Related Report
      2016 Annual Research Report
  • [Presentation] 自動車のばね上加速度を活用した道路路面診断に向けた基礎検討2016

    • Author(s)
      河井大地,丸山喜久,永田茂
    • Organizer
      土木学会第71回年次学術講演会
    • Place of Presentation
      東北大学
    • Year and Date
      2016-09-07
    • Related Report
      2016 Annual Research Report
  • [Presentation] 自動車のばね上加速度を活用した道路路面診断に向けた基礎検討2016

    • Author(s)
      河井大地,丸山喜久,永田茂
    • Organizer
      土木学会第71回年次学術講演会
    • Place of Presentation
      東北大学(宮城県仙台市)
    • Year and Date
      2016-09-07
    • Related Report
      2015 Annual Research Report
  • [Presentation] カーナビゲーションシステムが記録した加速度を用いた路面不良区間の抽出に向けた試み2016

    • Author(s)
      丸山喜久,永田茂
    • Organizer
      平成28年度電気学会 電子・情報・システム部門大会
    • Place of Presentation
      神戸大学
    • Year and Date
      2016-08-31
    • Related Report
      2016 Annual Research Report
  • [Presentation] カーナビゲーションシステムが記録した加速度を用いた路面不良区間の抽出に向けた試み2016

    • Author(s)
      丸山喜久,永田茂
    • Organizer
      平成28年 電気学会 電子・情報・システム部門大会
    • Place of Presentation
      神戸大学(兵庫県神戸市)
    • Year and Date
      2016-08-31
    • Related Report
      2015 Annual Research Report

URL: 

Published: 2015-04-16   Modified: 2019-03-29  

Information User Guide FAQ News Terms of Use Attribution of KAKENHI

Powered by NII kakenhi