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Research on Interoperable and Self-organizing IoT Service Infrastructure

Research Project

Project/Area Number 21H03556
Research Category

Grant-in-Aid for Scientific Research (B)

Allocation TypeSingle-year Grants
Section一般
Review Section Basic Section 62020:Web informatics and service informatics-related
Research InstitutionOkayama University (2022-2023)
Kyoto University (2021)

Principal Investigator

LIN Donghui  岡山大学, 環境生命自然科学学域, 准教授 (90534131)

Co-Investigator(Kenkyū-buntansha) 村上 陽平  立命館大学, 情報理工学部, 教授 (00435786)
大谷 雅之  近畿大学, 理工学部, 講師 (00782682)
Project Period (FY) 2021-04-01 – 2024-03-31
Project Status Completed (Fiscal Year 2023)
Budget Amount *help
¥17,290,000 (Direct Cost: ¥13,300,000、Indirect Cost: ¥3,990,000)
Fiscal Year 2023: ¥5,460,000 (Direct Cost: ¥4,200,000、Indirect Cost: ¥1,260,000)
Fiscal Year 2022: ¥5,850,000 (Direct Cost: ¥4,500,000、Indirect Cost: ¥1,350,000)
Fiscal Year 2021: ¥5,980,000 (Direct Cost: ¥4,600,000、Indirect Cost: ¥1,380,000)
KeywordsInternet of Things / IoTサービス / マルチエージェントシステム / Webサービス / 相互運用性 / サービス基盤 / 大規模言語モデル / 強化学習 / マルチエージェント強化学習 / IoTサービス基盤 / サービスコンピューティング
Outline of Research at the Start

本研究は、インターネット上のWebサービスと物理世界のデバイスを相互運用可能なInternet of Things (IoT) サービス基盤を実現し、利用者の状況に応じたサービス環境を自律的に構築することを目的とする。具体的には、まず、サービスオントロジーを構築することによって多種多様なWebサービスとIoTデバイスとの相互接続と運用を可能とする。次に、IoTサービスネットワーク及びサーバネットワークの自律的再構成アルゴリズムを開発し、IoTサービ基盤の自己組織化を実現する。

Outline of Final Research Achievements

This research developed technologies to establish an IoT service platform that facilitates interoperability between Web services on the Internet and various physical devices, and self-organization of service environments tailored to various user situations. First, the research addressed the challenges posed by IoT heterogeneity, allowing for the seamless interconnection and operation of a diverse range of Web services and IoT devices. Then, to achieve the self-organization of the IoT service platform, algorithms were developed for the autonomous task allocation and resource allocation in the IoT networks based on the multi-agent methodologies. Finally, a proof-of-concept study was conducted within smart home environments, demonstrating the application of theoretical research results in a real-world setting.

Academic Significance and Societal Importance of the Research Achievements

本研究は、産業界のIoTフレームワークの乱立によるデバイスの異質性を想定し、WebサービスとIoTデバイスが混在するサービス基盤の相互運用性を保証する点が独自的であり、またマルチエージェントの観点からIoTの動的性質に対応するためのサービス基盤の自己組織化に関する取り組みは創造的な点である。さらに、本研究は、基礎研究と実証研究を当初より並行して実施し、一般化可能なIoT現場で基礎研究の効果を検証することで、社会的な意義が大きい。

Report

(4 results)
  • 2023 Annual Research Report   Final Research Report ( PDF )
  • 2022 Annual Research Report
  • 2021 Annual Research Report
  • Research Products

    (25 results)

All 2024 2023 2022 2021 Other

All Int'l Joint Research (2 results) Journal Article (5 results) (of which Peer Reviewed: 5 results) Presentation (17 results) (of which Int'l Joint Research: 7 results,  Invited: 1 results) Book (1 results)

  • [Int'l Joint Research] 南洋理工大学(シンガポール)

    • Related Report
      2023 Annual Research Report
  • [Int'l Joint Research] 南洋理工大学(シンガポール)

    • Related Report
      2022 Annual Research Report
  • [Journal Article] Multi-Agent Reinforcement Learning for Cooperative Task Offloading in Distributed Edge Cloud Computing2022

    • Author(s)
      DING Shiyao、LIN Donghui
    • Journal Title

      IEICE Transactions on Information and Systems

      Volume: E105.D Issue: 5 Pages: 936-945

    • DOI

      10.1587/transinf.2021DAP0010

    • ISSN
      0916-8532, 1745-1361
    • Year and Date
      2022-05-01
    • Related Report
      2022 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Deep Coalitional Q-Learning for Dynamic Coalition Formation in Edge Computing2022

    • Author(s)
      DING Shiyao、LIN Donghui
    • Journal Title

      IEICE Transactions on Information and Systems

      Volume: E105.D Issue: 5 Pages: 864-872

    • DOI

      10.1587/transinf.2021KBP0007

    • ISSN
      0916-8532, 1745-1361
    • Year and Date
      2022-05-01
    • Related Report
      2022 Annual Research Report
    • Peer Reviewed
  • [Journal Article] IoT Service Platform for Interoperability among Heterogeneous IoT Devices and Web Services2022

    • Author(s)
      大川 楠人、林 冬惠、村上 陽平、中口 孝雄
    • Journal Title

      電子情報通信学会論文誌D 情報・システム

      Volume: J105-D Issue: 1 Pages: 41-51

    • DOI

      10.14923/transinfj.2021SKP0023

    • ISSN
      1880-4535, 1881-0225
    • Year and Date
      2022-01-01
    • Related Report
      2021 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Understanding Open Collaboration of Wikipedia Good Articles with Factor Analysis2022

    • Author(s)
      Chou Huichen、Lin Donghui、Ishida Toru
    • Journal Title

      Journal of Information and Knowledge Management

      Volume: 21 Issue: 03 Pages: 1-22

    • DOI

      10.1142/s0219649222500307

    • Related Report
      2022 Annual Research Report
    • Peer Reviewed
  • [Journal Article] TMchain: A Blockchain-based Collaboration System for Teaching Materials2022

    • Author(s)
      Chou Huichen、Lin Donghui、Nakaguchi Takao、Ishida Toru
    • Journal Title

      Journal of Information Processing

      Volume: 30 Issue: 0 Pages: 343-351

    • DOI

      10.2197/ipsjjip.30.343

    • ISSN
      1882-6652
    • Related Report
      2022 Annual Research Report
    • Peer Reviewed
  • [Presentation] 大規模言語モデルに基づくIoTサービスの実現2024

    • Author(s)
      横辻龍太郎,林冬惠
    • Organizer
      第86回情報処理学会全国大会
    • Related Report
      2023 Annual Research Report
  • [Presentation] 強化学習に基づくドローン配送問題の報酬設計2024

    • Author(s)
      村松俊輔,林冬惠
    • Organizer
      第86回情報処理学会全国大会
    • Related Report
      2023 Annual Research Report
  • [Presentation] 強化学習に基づくマルチエージェント経路探索問題の環境構築2024

    • Author(s)
      西川昌弥,林冬惠
    • Organizer
      第86回情報処理学会全国大会
    • Related Report
      2023 Annual Research Report
  • [Presentation] エッジAIにおける軽量化した推論モデルの性能分析2024

    • Author(s)
      北和樹,林冬惠
    • Organizer
      第86回情報処理学会全国大会
    • Related Report
      2023 Annual Research Report
  • [Presentation] 安全なマルチエージェント強化学習によるドローン配送2024

    • Author(s)
      加地正拡,林冬惠
    • Organizer
      第86回情報処理学会全国大会
    • Related Report
      2023 Annual Research Report
  • [Presentation] Layer-refined Graph Convolutional Networks for Recommendation2023

    • Author(s)
      Xin Zhou, Donghui Lin, Yong Liu, Chunyan Miao
    • Organizer
      The 39th IEEE International Conference on Data Engineering (IEEE ICDE 2023)
    • Related Report
      2023 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Service Clustering with Graph Embedding of Heterogeneous Networks2023

    • Author(s)
      Yohei Murakami, Narifumi Oi, Koki Okubo
    • Organizer
      The 22nd IEEE/WIC International Conference on Web Intelligence and Intelligent Agent Technology (WI-IAT 2023)
    • Related Report
      2023 Annual Research Report
    • Int'l Joint Research
  • [Presentation] 異種ネットワークを用いたサービスクラスタリング2023

    • Author(s)
      大井也史, 村上陽平
    • Organizer
      電子情報通信学会サービスコンピューティング研究会
    • Related Report
      2022 Annual Research Report
  • [Presentation] トラッキングカメラデータを用いた屋内位置推定アルゴリズム評価手法2023

    • Author(s)
      谷川凌也,大谷雅之,波部斉,阿部孝司,井口信和
    • Organizer
      第50回知能システムシンポジウム
    • Related Report
      2022 Annual Research Report
  • [Presentation] Quality Control for Crowdsourced Bilingual Dictionary in Low-Resource Languages2022

    • Author(s)
      Hiroki Chida, Yohei Murakami, Mondheera Pituxcoosuvarn
    • Organizer
      13th Edition of Language Resources and Evaluation Conference (LREC 2022)
    • Related Report
      2022 Annual Research Report
    • Int'l Joint Research
  • [Presentation] 児童の異文化コラボレーションにおけるファシリテータの対話行為分析2022

    • Author(s)
      元澤海月, 村上陽平, Mondheera Pituxcoosuvarn
    • Organizer
      電子情報通信学会ヒューマンコミュニケーション基礎研究会(2022年3月)
    • Related Report
      2021 Annual Research Report
  • [Presentation] Multi-Agent Reinforcement Learning for Task Allocation in Cooperative Edge Cloud Computing2021

    • Author(s)
      Shiyao Ding
    • Organizer
      The 19th International Conference on Service-Oriented Computing (PhD Symposium)
    • Related Report
      2021 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Graph Convolutional Reinforcement Learning for Dependent Task Allocation in Edge Computing2021

    • Author(s)
      Shiyao Ding, Donghui Lin, and Xin Zhou
    • Organizer
      The 5th IEEE International Conference on Agents
    • Related Report
      2021 Annual Research Report
    • Int'l Joint Research
  • [Presentation] A Blockchain-based Collaboration Framework for Teaching Material Creation2021

    • Author(s)
      Huichen Chou, Donghui Lin, Takao Nakaguchi, and Toru Ishida
    • Organizer
      The 23rd International Conference on Human-Computer Interaction
    • Related Report
      2021 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Identifying Collaborative Editing Traits and Phases in Good Wikipedia Articles2021

    • Author(s)
      Huichen Chou, Rafik Hadfi, Donghui Lin, and Takayuki Ito
    • Organizer
      ACM Collective Intelligence Conference 2021
    • Related Report
      2021 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Dynamic Task Allocation for Cost-Efficient Edge Cloud Computing2021

    • Author(s)
      林 冬惠
    • Organizer
      第20回 情報科学技術フォーラム (FIT2021) トップコンファレンスセッション
    • Related Report
      2021 Annual Research Report
  • [Presentation] サービス指向コレクティブインテリジェンス: Webサービス基盤からIoTサービス基盤へ2021

    • Author(s)
      林 冬惠
    • Organizer
      コレクティブインテリジェンスシンポジウム2021
    • Related Report
      2021 Annual Research Report
    • Invited
  • [Book] Designing and Analyzing Human-in-the-Loop Service Compositions. In: Murakami, Y., Kimura, K. (eds) Human-Centered Services Computing for Smart Cities.2024

    • Author(s)
      Donghui Lin
    • Total Pages
      309
    • Publisher
      Springer
    • ISBN
      9789819707782
    • Related Report
      2023 Annual Research Report

URL: 

Published: 2021-04-28   Modified: 2025-01-30  

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