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Fast Solution to Large-Scale Multiobjective Optimization Problems using Parallel Ant Colony Optimization in Dynamic Environment

Research Project

Project/Area Number 23500169
Research Category

Grant-in-Aid for Scientific Research (C)

Allocation TypeMulti-year Fund
Section一般
Research Field Intelligent informatics
Research InstitutionUniversity of Tsukuba

Principal Investigator

KANOH Hitoshi  筑波大学, システム情報系, 教授 (40251045)

Project Period (FY) 2011 – 2013
Project Status Completed (Fiscal Year 2013)
Budget Amount *help
¥3,250,000 (Direct Cost: ¥2,500,000、Indirect Cost: ¥750,000)
Fiscal Year 2013: ¥1,040,000 (Direct Cost: ¥800,000、Indirect Cost: ¥240,000)
Fiscal Year 2012: ¥1,040,000 (Direct Cost: ¥800,000、Indirect Cost: ¥240,000)
Fiscal Year 2011: ¥1,170,000 (Direct Cost: ¥900,000、Indirect Cost: ¥270,000)
Keywords群知能 / アントコロニー最適化法 / 配送問題
Research Abstract

In this research, we presented a solution to real-world delivery problems for home delivery services where a large number of roads exist in cities and the traffic on the roads rapidly changes with time. The methodology for finding the shortest-travel-time tour includes a hybrid meta-heuristic that combines ant colony optimization (ACO) with Dijkstra algorithm, a search technique that uses both real-time traffic and predicted traffic, and a way to use a real-world road map and measured traffic in Japan. We proposed a hybrid ACO for RWDPs that used a MAX-MIN Ant System (MMAS) and proposed a method to improve the search rate of MMAS. Since traffic on roads changes with time, the search rate is important in RWDPs. Experimental results using a map of central Tokyo and historical traffic data indicate that the proposed method can find a better solution than conventional methods.

Report

(4 results)
  • 2013 Annual Research Report   Final Research Report ( PDF )
  • 2012 Research-status Report
  • 2011 Research-status Report
  • Research Products

    (21 results)

All 2014 2013 2012 2011 Other

All Journal Article (7 results) (of which Peer Reviewed: 7 results) Presentation (10 results) Remarks (4 results)

  • [Journal Article] Solving Real-World Delivery Problem Using Improved Max-Min Ant System with Local Optimal Solutions in Wide Area Road Network2014

    • Author(s)
      Junichi Ochiai, Hitoshi Kanoh
    • Journal Title

      International Journal of Artificial Intelligence & Applications

      Volume: Vol. 5, No. 3 Pages: 21-36

    • URL

      http://www.airccse.org/journal/ijaia/current2014.html

    • Related Report
      2013 Annual Research Report 2013 Final Research Report
    • Peer Reviewed
  • [Journal Article] Pheromone Trail Initialization with Local Optimal Solutions in Ant Colony Optimization2014

    • Author(s)
      Hitoshi Kanoh, Junichi Ochiai, Yosuke Kameda
    • Journal Title

      International Journal of Knowledge-Based and Intelligent Engineering Systems

      Volume: Vol. 18, No.1 Issue: 1 Pages: 11-21

    • DOI

      10.3233/kes-130282

    • Related Report
      2013 Annual Research Report 2013 Final Research Report
    • Peer Reviewed
  • [Journal Article] Hybrid Ant Colony Optimization for Real-World Delivery Problems Based on Real Time and Predicted Traffic in Wide Area Road Network2014

    • Author(s)
      Junichi Ochiai, Hitoshi Kanoh
    • Journal Title

      Proceeding of Fourth International Conference on Artificial Intelligence, Soft Computing

      Pages: 379-389

    • DOI

      10.5121/csit.2014.4232

    • Related Report
      2013 Annual Research Report 2013 Final Research Report
    • Peer Reviewed
  • [Journal Article] 予測交通量に基づくアントコロニー最適化法による時間依存TSP の解法と広域道路網への適用2014

    • Author(s)
      落合純一, 狩野均
    • Journal Title

      情報処理学会論文誌:数理モデル化と応用

      Volume: Vol.7, No.1 Pages: 94-105

    • NAID

      110009691645

    • Related Report
      2013 Final Research Report
    • Peer Reviewed
  • [Journal Article] 予測交通量に基づくアントコロニー最適化法による時間依存TSPの解法と広域道路網への適用2014

    • Author(s)
      落合純一, 狩野均
    • Journal Title

      情報処理学会論文誌:数理モデル化と応用

      Volume: Vol. 7, No. 1 Pages: 94-105

    • NAID

      110009691645

    • Related Report
      2013 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Particle Swarm Optimization with Transition Probability for Timetabling Problems2013

    • Author(s)
      Hitoshi Kanoh, Satoshi Chen
    • Journal Title

      Lecture Note in Computer Science

      Pages: 256-265

    • DOI

      10.1007/978-3-642-37213-1_27

    • ISBN
      9783642372124, 9783642372131
    • Related Report
      2013 Final Research Report 2012 Research-status Report
    • Peer Reviewed
  • [Journal Article] Solving Time-Dependent Traveling Salesman Problems using Ant Colony Optimization Based on Predicted Traffic2012

    • Author(s)
      Hitoshi Kanoh, Junichi Ochiai
    • Journal Title

      Advances in Intelligent and Soft Computing

      Pages: 25-32

    • DOI

      10.1007/978-3-642-28765-7_4

    • NAID

      110008694794

    • ISBN
      9783642287640, 9783642287657
    • Related Report
      2013 Final Research Report 2011 Research-status Report
    • Peer Reviewed
  • [Presentation] Hybrid Ant Colony Optimization for Real-World Delivery Problems Based on Real Time and Predicted Traffic in Wide Area Road Network2014

    • Author(s)
      Hitoshi Kanoh
    • Organizer
      International Conference on Artificial Intelligence, Soft Computing
    • Place of Presentation
      Pullman Sydney Hyde Park (豪州)
    • Year and Date
      2014-02-22
    • Related Report
      2013 Final Research Report
  • [Presentation] Hybrid Ant Colony Optimization for Real-World Delivery Problems Based on Real Time and Predicted Traffic in Wide Area Road Network2014

    • Author(s)
      Hitoshi Kanoh
    • Organizer
      International Conference on Artificial Intelligence, Soft Computing
    • Place of Presentation
      Pullman Sydoney Hyde Park
    • Related Report
      2013 Annual Research Report
  • [Presentation] Particle Swarm Optimization with Transition Probability for Timetabling Problems2013

    • Author(s)
      Hitoshi Kanoh
    • Organizer
      International Conference on Adaptive and Natural Computing Algorithms
    • Place of Presentation
      Lausanne 大学(スイス)
    • Year and Date
      2013-04-06
    • Related Report
      2013 Final Research Report
  • [Presentation] 予測交通量に基づくアントコロニー最適化法による時間依存TSPの解法と広域道路網への適用2013

    • Author(s)
      落合純一
    • Organizer
      情報処理学会数理モデルカと問題解決研究会
    • Place of Presentation
      熊本県立大学
    • Related Report
      2013 Annual Research Report
  • [Presentation] アントコロニー最適化法とダイクストラ法のハイブリッド化による時間依存TSPの解法2013

    • Author(s)
      落合純一
    • Organizer
      人工知能学会第27回全国大会
    • Place of Presentation
      富山国際会議場
    • Related Report
      2013 Annual Research Report
  • [Presentation] Particle Swarm Optimization with Transition Probability for Timetabling Problems2013

    • Author(s)
      Hitoshi Kanoh
    • Organizer
      International Conference on Adaptive and Natural Computing Algorithms
    • Place of Presentation
      Lausanne大学 (スイス)
    • Related Report
      2012 Research-status Report
  • [Presentation] Solving Time-Dependent Traveling Salesman Problems using Ant Colony Optimization Based on Predicted Traffic2012

    • Author(s)
      Hitoshi Kanoh
    • Organizer
      International Symposium on Distributed Computing and Artificial Intelligence
    • Place of Presentation
      Salamanca 大学(スペイン)
    • Year and Date
      2012-03-28
    • Related Report
      2013 Final Research Report
  • [Presentation] MAX-MIN Ant Systemにおける効率的なフェロモンの初期化法2012

    • Author(s)
      落合純一
    • Organizer
      人工知能学会全国大会
    • Place of Presentation
      山口県教育会館
    • Related Report
      2012 Research-status Report
  • [Presentation] Solving Time-Dependent Traveling Salesman Problems using Ant Colony Optimization Based on Predicted Traffic2012

    • Author(s)
      Hitoshi Kanoh, Junichi Ochiai
    • Organizer
      International Symposium on Distributed Computing and Artificial Intelligence (DCAI 2012)
    • Place of Presentation
      Salamanca, Spain
    • Related Report
      2011 Research-status Report
  • [Presentation] 予測交通量に基づくアントコロニー最適化法による時間依存TSP の解法2011

    • Author(s)
      落合 純一、狩野 均
    • Organizer
      情報処理学会 数理モデル化と問題解決研究会
    • Place of Presentation
      電気通信大学(東京)
    • Related Report
      2011 Research-status Report
  • [Remarks] 研究論文のPDF ファイル公開

    • URL

      http://www.kslab.cs.tsukuba.ac.jp/paper.html

    • Related Report
      2013 Final Research Report
  • [Remarks] 知識システム研究室 論文一覧

    • URL

      http://www.kslab.cs.tsukuba.ac.jp/paper.html

    • Related Report
      2013 Annual Research Report
  • [Remarks] 筑波大学 システム情報工学系 知識システム研究室 論文一覧

    • URL

      http://www.kslab.cs.tsukuba.ac.jp/paper.html

    • Related Report
      2012 Research-status Report
  • [Remarks]

    • URL

      http://www.kslab.cs.tsukuba.ac.jp/paper.html

    • Related Report
      2011 Research-status Report

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Published: 2011-08-05   Modified: 2019-07-29  

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