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Proposal and real-world evaluation of a VANET protocol utilizing fuzzy logic and reinforcement learning

Research Project

Project/Area Number 25730053
Research Category

Grant-in-Aid for Young Scientists (B)

Allocation TypeMulti-year Fund
Research Field Information network
Research InstitutionThe University of Electro-Communications

Principal Investigator

Wu Celimuge  電気通信大学, 大学院情報システム学研究科, 准教授 (90596230)

Project Period (FY) 2013-04-01 – 2016-03-31
Project Status Completed (Fiscal Year 2015)
Budget Amount *help
¥4,030,000 (Direct Cost: ¥3,100,000、Indirect Cost: ¥930,000)
Fiscal Year 2015: ¥910,000 (Direct Cost: ¥700,000、Indirect Cost: ¥210,000)
Fiscal Year 2014: ¥1,430,000 (Direct Cost: ¥1,100,000、Indirect Cost: ¥330,000)
Fiscal Year 2013: ¥1,690,000 (Direct Cost: ¥1,300,000、Indirect Cost: ¥390,000)
Keywords車両アドホックネットワーク / VANET / マルチホッププロトコル / 高度交通システム / ファジィ論理 / 強化学習
Outline of Final Research Achievements

Vehicular ad hoc networks (VANETs) have been attracting great interest due to their potential usage in interesting applications including collision avoidance systems and driving assistance systems. A multi-hop routing protocol for VANETs was proposed in this research. The proposed protocol takes into account the inter-vehicle distance, vehicle movement, wireless bandwidth, and signal quality for the link status evaluation by using a fuzzy logic-based approach. The protocol also employs a reinforcement learning-based approach to select the best route considering multi-hop efficiency. The proposed protocol was evaluated by using a real vehicular ad hoc network.

Report

(4 results)
  • 2015 Annual Research Report   Final Research Report ( PDF )
  • 2014 Research-status Report
  • 2013 Research-status Report
  • Research Products

    (27 results)

All 2016 2015 2014 2013

All Journal Article (5 results) (of which Int'l Joint Research: 2 results,  Peer Reviewed: 5 results,  Acknowledgement Compliant: 4 results,  Open Access: 1 results) Presentation (22 results) (of which Int'l Joint Research: 4 results)

  • [Journal Article] How to Utilize Inter-flow Network Coding in VANETs: A Backbone Based Approach2016

    • Author(s)
      Celimuge Wu, Satoshi Ohzahata, Yusheng Ji, and Toshihiko Kato
    • Journal Title

      IEEE Transactions on Intelligent Transportation Systems

      Volume: 印刷中 Issue: 8 Pages: 2223-2237

    • DOI

      10.1109/tits.2016.2516027

    • Related Report
      2015 Annual Research Report
    • Peer Reviewed / Acknowledgement Compliant
  • [Journal Article] A Cooperative Forwarding Scheme for VANET Routing Protocols2016

    • Author(s)
      Celimuge Wu, Yusheng Ji, and Tsutomu Yoshinaga
    • Journal Title

      ZTE Communications

      Volume: 印刷中

    • Related Report
      2015 Annual Research Report
    • Peer Reviewed / Acknowledgement Compliant
  • [Journal Article] Packet Size-aware Broadcasting in VANETs with Fuzzy Logic and RL-based Parameter Adaptation2015

    • Author(s)
      Celimuge Wu, Xianfu Chen, Yusheng Ji, Fuqiang Liu, Satoshi Ohzahata, Tsutomu Yoshinaga, Toshihiko Kato
    • Journal Title

      IEEE Access

      Volume: 3 Pages: 2481-2491

    • DOI

      10.1109/access.2015.2502949

    • Related Report
      2015 Annual Research Report
    • Peer Reviewed / Open Access / Int'l Joint Research / Acknowledgement Compliant
  • [Journal Article] Towards Practical and Intelligent Routing in Vehicular Ad Hoc Networks2015

    • Author(s)
      Celimuge Wu, Yusheng Ji, Fuqiang Liu, Satoshi Ohzahata, and Toshihiko Kato
    • Journal Title

      IEEE Transactions on Vehicular Technology

      Volume: 64 Issue: 12 Pages: 1-17

    • DOI

      10.1109/tvt.2015.2481464

    • Related Report
      2015 Annual Research Report
    • Peer Reviewed / Int'l Joint Research / Acknowledgement Compliant
  • [Journal Article] Practical Solution for Broadcasting in VANETs Using Neighbor Information2013

    • Author(s)
      Celimuge Wu, Satoshi Ohzahata, and Toshihiko Kato
    • Journal Title

      IEICE Transactions on Communications

      Volume: E96.B Issue: 11 Pages: 2856-2864

    • DOI

      10.1587/transcom.E96.B.2856

    • NAID

      130003385129

    • ISSN
      0916-8516, 1745-1345
    • Related Report
      2013 Research-status Report
    • Peer Reviewed
  • [Presentation] Reinforcement Learning-based Data Storage Scheme in Vehicular Ad Hoc Networks2016

    • Author(s)
      Celimuge Wu, Tsutomu Yoshinaga, Tutomu Murase, and Yan Zhang
    • Organizer
      IEEE International Conference on Communications (ICC)
    • Place of Presentation
      Kuala Lumpur, Malaysia
    • Year and Date
      2016-05-23
    • Related Report
      2015 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Storing data in VANETs2016

    • Author(s)
      Celimuge Wu, Tsutomu Yoshinaga, Yusheng Ji, and Tutomu Murase
    • Organizer
      IEICE総合大会
    • Place of Presentation
      九州大学(福岡市西区)
    • Year and Date
      2016-03-15
    • Related Report
      2015 Annual Research Report
  • [Presentation] Reinforcement learning-based parameter tuning for a broadcast protocol in VANETs2016

    • Author(s)
      Celimuge Wu, Satoshi Ohzahata, Yusheng Ji, Tsutomu Yoshinaga, Toshihiko Kato
    • Organizer
      IEICE CQ研究会
    • Place of Presentation
      筑波大学(茨城県つくば市)
    • Year and Date
      2016-01-22
    • Related Report
      2015 Annual Research Report
  • [Presentation] Adaptive Multi-hop Broadcasting Considering Packet Payload Size2015

    • Author(s)
      Celimuge Wu, Satoshi Ohzahata, Yusheng Ji, and Toshihiko Kato
    • Organizer
      IEICE CQ研究会
    • Place of Presentation
      新潟大学(新潟県新潟市)
    • Year and Date
      2015-11-27
    • Related Report
      2015 Annual Research Report
  • [Presentation] DTN as An Approach for V2I Data Uploading2015

    • Author(s)
      Celimuge Wu, Jing Lin, Satoshi Ohzahata, Yusheng Ji, and Toshihiko Kato
    • Organizer
      IEICEソサイエティ大会
    • Place of Presentation
      東北大学(宮城県仙台市)
    • Year and Date
      2015-09-08
    • Related Report
      2015 Annual Research Report
  • [Presentation] Can DTN Improve the Performance of Vehicle-to-roadside Communication?2015

    • Author(s)
      Celimuge Wu, Yusheng Ji, Satoshi Ohzahata, and Toshihiko Kato
    • Organizer
      IEEE 25th International Symposium on Personal, Indoor and Mobile OPIMPIMRCRadio Communications(PIMRC)
    • Place of Presentation
      Hong Kong, China
    • Year and Date
      2015-09-04
    • Related Report
      2015 Annual Research Report
    • Int'l Joint Research
  • [Presentation] A Packet Size-aware Multi-hop Broadcast Protocol for VANETs Based on Adaptive Redundancy2015

    • Author(s)
      Celimuge Wu, Xianfu Chen, Yusheng Ji, Satoshi Ohzahata, and Toshihiko Kato
    • Organizer
      The 24th International Conference on Computer Communications and Networks (ICCCN)
    • Place of Presentation
      Las Vegas, Nevada, USA
    • Year and Date
      2015-08-03
    • Related Report
      2015 Annual Research Report 2014 Research-status Report
    • Int'l Joint Research
  • [Presentation] A Routing Protocol for VANETs with Adaptive Frame Aggregation and Packet Size Awareness2015

    • Author(s)
      Celimuge Wu, Yusheng Ji, Satoshi Ohzahata and Toshihiko Kato
    • Organizer
      IEEE International Conference on Communications (ICC)
    • Place of Presentation
      London, UK
    • Year and Date
      2015-06-08
    • Related Report
      2015 Annual Research Report 2014 Research-status Report
    • Int'l Joint Research
  • [Presentation] 車車間通信:研究課題と将来応用2015

    • Author(s)
      策力木格, 大坐畠 智, 計 宇生, 加藤 聰彦
    • Organizer
      IEICE IN研究会
    • Place of Presentation
      機械振興会館(東京都港区)
    • Year and Date
      2015-05-21
    • Related Report
      2015 Annual Research Report
  • [Presentation] Multihop Ad-hoc Networking for Smart Garage: Experiment and Results2015

    • Author(s)
      Ruijian An, Celimuge Wu, Dong Yu, Yusheng Ji, Satoshi Ohzahata, Toshihiko Kato
    • Organizer
      IEICE総合大会
    • Place of Presentation
      立命館大学
    • Year and Date
      2015-03-10 – 2015-03-13
    • Related Report
      2014 Research-status Report
  • [Presentation] A Routing Protocol for Drive-thru Internet Access in Delay Tolerant Vehicular Ad Hoc Networks2015

    • Author(s)
      Yoshimasa Ohya, Celimuge Wu, Satoshi Ohzahata, and Toshihiko Kato
    • Organizer
      IEICE CQ研究会
    • Place of Presentation
      芝浦工業大学
    • Year and Date
      2015-01-22 – 2015-01-23
    • Related Report
      2014 Research-status Report
  • [Presentation] Multi-hop Broadcasting in WAVE Multi-channel Vehicular Networks: Single Transceiver Case2014

    • Author(s)
      Celimuge Wu, Satoshi Ohzahata, Yusheng Ji, and Toshihiko Kato
    • Organizer
      17th International IEEE Conference on Intelligent Transportation Systems
    • Place of Presentation
      Qingdao, China
    • Year and Date
      2014-10-08 – 2014-10-11
    • Related Report
      2014 Research-status Report
  • [Presentation] A Multi-hopBroadcast Protocol for WAVE Multi-channel Single-radio Vehicular Networks2014

    • Author(s)
      Celimuge Wu, Satoshi Ohzahata, Yusheng Ji and Toshihiko Kato
    • Organizer
      IEICEソサイエティ大会
    • Place of Presentation
      徳島大学
    • Year and Date
      2014-09-23 – 2014-09-26
    • Related Report
      2014 Research-status Report
  • [Presentation] Providing Fast Broadcasting by Reserving Time Slots for Multi-hop Distance in VANETs2014

    • Author(s)
      Celimuge Wu, Satoshi Ohzahata, Yusheng Ji, and Toshihiko Kato
    • Organizer
      IEEE International Wireless Communications and Mobile Computing Conference (IWCMC)
    • Place of Presentation
      Nicosia, Cyprus
    • Year and Date
      2014-08-04 – 2014-08-08
    • Related Report
      2014 Research-status Report
  • [Presentation] Inter-flow Network Coding for Unicast Routing Protocols in Vehicular Ad Hoc Networks2014

    • Author(s)
      Celimuge Wu, Satoshi Ohzahata, Yusheng Ji, Toshihiko Kato
    • Organizer
      IEICE IN研究会
    • Place of Presentation
      香川大学
    • Year and Date
      2014-06-26 – 2014-06-27
    • Related Report
      2014 Research-status Report
  • [Presentation] A MAC Protocol for Delay-sensitive VANET Applications With Self-learning Contention Scheme2014

    • Author(s)
      Celimuge Wu, Satoshi Ohzahata, Yusheng Ji and Toshihiko Kato
    • Organizer
      IEEE 11th Consumer Communications and Networking Conference (CCNC)
    • Place of Presentation
      Las Vegas, USA
    • Related Report
      2013 Research-status Report
  • [Presentation] Joint MAC and Network Layer Control for VANET Broadcast Communications Considering End-to-end Latency2014

    • Author(s)
      Celimuge Wu, Satoshi Ohzahata, Yusheng Ji, and Toshihiko Kato
    • Organizer
      28th IEEE International Conference on Advanced Information Networking and Applications
    • Place of Presentation
      Victoria, Canada
    • Related Report
      2013 Research-status Report
  • [Presentation] Data Dissemination with Dynamic Backbone Selection in Vehicular Ad Hoc Networks2013

    • Author(s)
      Celimuge Wu, Satoshi Ohzahata, and Toshihiko Kato
    • Organizer
      IEEE 78th Vehicular Technology Conference (VTC2013-Fall)
    • Place of Presentation
      Las Vegas, USA
    • Related Report
      2013 Research-status Report
  • [Presentation] Can We Generate Efficient Routes by Using Only Beacons? Backbone Routing in VANETs2013

    • Author(s)
      Celimuge Wu, Satoshi Ohzahata, and Toshihiko Kato
    • Organizer
      IEEE International Symposium on Personal, Indoor and Mobile Radio Communications (PIMRC)
    • Place of Presentation
      London, United Kingdom
    • Related Report
      2013 Research-status Report
  • [Presentation] An Implementation-friendly Broadcast Protocol for VANETs Utilizing Neighbor Information2013

    • Author(s)
      Celimuge Wu, Satoshi Ohzahata, and Toshihiko Kato
    • Organizer
      IEICE CQ研究会
    • Place of Presentation
      北海道大学
    • Related Report
      2013 Research-status Report
  • [Presentation] A Backbone-based Multi-hop Broadcast Protocol for VANETs2013

    • Author(s)
      Celimuge Wu, Satoshi Ohzahata, and Toshihiko Kato
    • Organizer
      IEICEソサイエティ大会
    • Place of Presentation
      福岡工業大学
    • Related Report
      2013 Research-status Report
  • [Presentation] Improving VANET unicast routing protocols by using network coding and cooperative relays2013

    • Author(s)
      Celimuge Wu, Satoshi Ohzahata, Yusheng Ji, and Toshihiko Kato
    • Organizer
      IEICE IN研究会
    • Place of Presentation
      大阪大学
    • Related Report
      2013 Research-status Report

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Published: 2014-07-25   Modified: 2019-07-29  

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