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

A Development of Marine Traffic Assessment Tool Constructed by Reinforcement Learning Based Search Method for Ships' Courses

Research Project

Project/Area Number 24500179
Research Category

Grant-in-Aid for Scientific Research (C)

Allocation TypeMulti-year Fund
Section一般
Research Field Intelligent informatics
Research InstitutionHiroshima City University

Principal Investigator

KAMIO TAKESHI  広島市立大学, 情報科学研究科, 講師 (20316136)

Co-Investigator(Renkei-kenkyūsha) MITSUBORI Kunihiko  拓殖大学, 工学部, 准教授 (10439523)
TANAKA Takahiro  海上保安大学校, 国際海洋政策研究センター, 准教授 (20559223)
Project Period (FY) 2012-04-01 – 2015-03-31
Project Status Completed (Fiscal Year 2014)
Budget Amount *help
¥4,680,000 (Direct Cost: ¥3,600,000、Indirect Cost: ¥1,080,000)
Fiscal Year 2014: ¥1,950,000 (Direct Cost: ¥1,500,000、Indirect Cost: ¥450,000)
Fiscal Year 2013: ¥1,040,000 (Direct Cost: ¥800,000、Indirect Cost: ¥240,000)
Fiscal Year 2012: ¥1,690,000 (Direct Cost: ¥1,300,000、Indirect Cost: ¥390,000)
Keywordsマルチエージェントシステム / 強化学習 / 多船航路探索 / 先験的知識 / 航法 / 安全性 / 効率性
Outline of Final Research Achievements

It is very important to decide the safe and efficient courses before actual navigation. To satisfy this requirement, in this research, we have constructed the marine traffic assessment tool based on the multi-agent reinforcement learning system (MARLS) to find ships’ courses which we had proposed before. Specifically, we have proposed the extraction method for the causal information of collisions and the evaluation method for the safety and efficiency of courses. Moreover, we have modified our MARLS appropriately. Finally, it has been confirmed by numerical experiments that our MARLS can be used as the marine traffic assessment tool for the actual environment of sea area.

Report

(4 results)
  • 2014 Annual Research Report   Final Research Report ( PDF )
  • 2013 Research-status Report
  • 2012 Research-status Report
  • Research Products

    (14 results)

All 2015 2014 2013

All Journal Article (7 results) (of which Peer Reviewed: 3 results) Presentation (7 results)

  • [Journal Article] 強化学習ベース多船航路探索法による衝突回避ルールの評価2015

    • Author(s)
      神尾武司,三堀邦彦,田中隆博,藤坂尚登
    • Journal Title

      電子情報通信学会 2015年総合大会 講演論文集

      Pages: 175-175

    • Related Report
      2014 Annual Research Report
  • [Journal Article] Reinforcement Learning Based Search for Ships’ Courses Controlled by Safety2014

    • Author(s)
      M. Nakayama, T. Kamio, K. Mitsubori, T. Tanaka, and H. Fujisaka
    • Journal Title

      Proc. of International Symposium on Nonlinear Theory and its Applications

      Pages: 28-31

    • Related Report
      2014 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Multi-Agent Reinforcement Learning System to Find Efficient Courses for Ships2014

    • Author(s)
      M. Nakayama, T. Kamio, K. Mitsubori, T. Tanaka, and H. Fujisaka
    • Journal Title

      Proc. of IEEE International Workshop on Computational Intelligence and Applications

      Pages: 89-94

    • Related Report
      2014 Annual Research Report
    • Peer Reviewed
  • [Journal Article] 強化学習ベース多船航路探索法への安全性の導入2014

    • Author(s)
      中山雅博,神尾武司,三堀邦彦,田中隆博,藤坂尚登
    • Journal Title

      電子情報通信学会 2014年総合大会 講演論文集

      Volume: なし Pages: 161-161

    • Related Report
      2013 Research-status Report
  • [Journal Article] Modified Multi-Agent Reinforcement Learning System to Find Ships’ Courses2013

    • Author(s)
      Tomohiro Tanigawa, Takeshi Kamio, Kunihiko Mitsubori, Takahiro Tanaka, Hisato Fujisaka, and Kazuhisa Haeiwa
    • Journal Title

      Proc. of International Symposium on Nonlinear Theory and its Applications

      Volume: なし Pages: 487-490

    • Related Report
      2013 Research-status Report
    • Peer Reviewed
  • [Journal Article] 強化学習ベース多船航路探索法における行動選択制限の改良2013

    • Author(s)
      谷川大洋,神尾武司,三堀邦彦,田中隆博,藤坂尚登,生岩量久
    • Journal Title

      電子情報通信学会技術報告

      Volume: NLP2012-144 Pages: 1-5

    • Related Report
      2012 Research-status Report
  • [Journal Article] 強化学習ベース多船航路探索法の改良2013

    • Author(s)
      中山雅博,谷川大洋,三堀邦彦,田中隆博,藤坂尚登,生岩量久,神尾武司
    • Journal Title

      電子情報通信学会 2013年総合大会 情報・システムソサイエティ特別企画 学生ポスターセッション予稿集

      Volume: ISS-P-102 Pages: 2-2

    • Related Report
      2012 Research-status Report
  • [Presentation] 強化学習ベース多船航路探索法による衝突回避ルールの評価2015

    • Author(s)
      神尾武司
    • Organizer
      電子情報通信学会 2015年総合大会
    • Place of Presentation
      立命館大学
    • Year and Date
      2015-03-10 – 2015-03-13
    • Related Report
      2014 Annual Research Report
  • [Presentation] Multi-Agent Reinforcement Learning System to Find Efficient Courses for Ships2014

    • Author(s)
      M. Nakayama
    • Organizer
      IEEE International Workshop on Computational Intelligence and Applications
    • Place of Presentation
      広島市立大学
    • Year and Date
      2014-11-07 – 2014-11-08
    • Related Report
      2014 Annual Research Report
  • [Presentation] Reinforcement Learning Based Search for Ships’ Courses Controlled by Safety2014

    • Author(s)
      M. Nakayama
    • Organizer
      International Symposium on Nonlinear Theory and its Applications
    • Place of Presentation
      Cinema of Bourbaki Panorama, Luzern, Switzerland
    • Year and Date
      2014-09-14 – 2014-09-18
    • Related Report
      2014 Annual Research Report
  • [Presentation] 強化学習ベース多船航路探索法への安全性の導入2014

    • Author(s)
      中山雅博
    • Organizer
      電子情報通信学会 2014年総合大会
    • Place of Presentation
      新潟大学
    • Related Report
      2013 Research-status Report
  • [Presentation] Modified Multi-Agent Reinforcement Learning System to Find Ships’ Courses2013

    • Author(s)
      Tomohiro Tanigawa
    • Organizer
      International Symposium on Nonlinear Theory and its Applications(NOLTA)
    • Place of Presentation
      Santa Fe Convention Center, NM, USA
    • Related Report
      2013 Research-status Report
  • [Presentation] 強化学習ベース多船航路探索法における行動選択制限の改良2013

    • Author(s)
      谷川大洋,神尾武司,三堀邦彦,田中隆博,藤坂尚登,生岩量久
    • Organizer
      電子情報通信学会 非線形問題研究会
    • Place of Presentation
      千葉大学西千葉キャンパス
    • Related Report
      2012 Research-status Report
  • [Presentation] 強化学習ベース多船航路探索法の改良2013

    • Author(s)
      中山雅博,谷川大洋,三堀邦彦,田中隆博,藤坂尚登,生岩量久,神尾武司
    • Organizer
      電子情報通信学会 2013年総合大会 情報・システムソサイエティ特別企画 学生ポスターセッション
    • Place of Presentation
      岐阜大学
    • Related Report
      2012 Research-status Report

URL: 

Published: 2013-05-31   Modified: 2019-07-29  

Information User Guide FAQ News Terms of Use Attribution of KAKENHI

Powered by NII kakenhi