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

Autonomous Edge Device for Large-Scale Data Collection

Research Project

Project/Area Number 17K00146
Research Category

Grant-in-Aid for Scientific Research (C)

Allocation TypeMulti-year Fund
Section一般
Research Field Information network
Research InstitutionNational Institute of Information and Communications Technology

Principal Investigator

Teranishi Yuuichi  国立研究開発法人情報通信研究機構, ネットワークシステム研究所ネットワーク基盤研究室, 研究マネージャー (30403009)

Co-Investigator(Kenkyū-buntansha) 義久 智樹  大阪大学, サイバーメディアセンター, 准教授 (00402743)
川上 朋也  奈良先端科学技術大学院大学, 先端科学技術研究科, 助教 (30710470)
Project Period (FY) 2017-04-01 – 2020-03-31
Project Status Completed (Fiscal Year 2019)
Budget Amount *help
¥4,550,000 (Direct Cost: ¥3,500,000、Indirect Cost: ¥1,050,000)
Fiscal Year 2019: ¥1,430,000 (Direct Cost: ¥1,100,000、Indirect Cost: ¥330,000)
Fiscal Year 2018: ¥1,690,000 (Direct Cost: ¥1,300,000、Indirect Cost: ¥390,000)
Fiscal Year 2017: ¥1,430,000 (Direct Cost: ¥1,100,000、Indirect Cost: ¥330,000)
Keywordsオーバレイネットワーク / 大規模データ収集 / エッジコンピューティング / 情報システム / 高信頼性ネットワーク / ビッグデータ / IoT
Outline of Final Research Achievements

This study aims to establish a scheme to reduce the network congestion status, which arises in the destination of the large-scale data collection. The scheme assumes a large number of sensor data is generated by edge devices that connect to the network. During this study, we proposed an algorithm of store-and-forward data forwarding scheme for distributing the network process load and a method to transmit data without errors by reducing the amount of data by prioritizing the minimized necessary data. In addition, the prototype of the proposed system was implemented on Raspberry Pi as an edge device.

Academic Significance and Societal Importance of the Research Achievements

本研究は,大規模データ収集を行うネットワーク基盤を実現するエッジデバイス技術を確立するものであり,ビッグデータアプリケーションの進展において不可欠な技術要素となるものである.提案方式は,自律分散的にデバイス同士が構造化オーバレイネットワークを構成し,ネットワークプロセスが過負荷状態とならないよう,負荷を平準化しながら,また,データ量を圧縮・削減する処理を実行しながら必要なデータを収集する.開発成果はオープンソースとして公開し広く利用可能とするものであり,大規模データ収集におけるコストを大幅に下げ得る手段として産業的にも新たな応用が期待できる.

Report

(4 results)
  • 2019 Annual Research Report   Final Research Report ( PDF )
  • 2018 Research-status Report
  • 2017 Research-status Report
  • Research Products

    (26 results)

All 2020 2019 2018 2017 Other

All Journal Article (4 results) (of which Peer Reviewed: 4 results,  Open Access: 3 results) Presentation (20 results) (of which Int'l Joint Research: 11 results) Book (1 results) Remarks (1 results)

  • [Journal Article] A fast stream transaction system for real-time IoT applications2020

    • Author(s)
      Yukonhiatou Chaxiong、Yoshihisa Tomoki、Kawakami Tomoya、Teranishi Yuuichi、Shimojo Shinji
    • Journal Title

      Internet of Things

      Volume: 11 Pages: 100182-100182

    • DOI

      10.1016/j.iot.2020.100182

    • NAID

      120006877690

    • Related Report
      2019 Annual Research Report
    • Peer Reviewed / Open Access
  • [Journal Article] A P2P Sensor Data Stream Delivery System That Guarantees the Specified Reachability under Churn Situations2019

    • Author(s)
      KAWAKAMI Tomoya、YOSHIHISA Tomoki、TERANISHI Yuuichi
    • Journal Title

      IEICE Transactions on Information and Systems

      Volume: E102.D Issue: 5 Pages: 932-941

    • DOI

      10.1587/transinf.2018NTP0014

    • NAID

      130007641129

    • ISSN
      0916-8532, 1745-1361
    • Year and Date
      2019-05-01
    • Related Report
      2019 Annual Research Report
    • Peer Reviewed
  • [Journal Article] A Method to Reduce Transaction Time for Real-time IoT Applications2019

    • Author(s)
      Yukonhiatou Chaxiong、Yoshihisa Tomoki、Kawakami Tomoya、Teranishi Yuuichi、Shimojo Shinji
    • Journal Title

      Journal of Information Processing

      Volume: 27 Issue: 0 Pages: 701-710

    • DOI

      10.2197/ipsjjip.27.701

    • NAID

      130007746121

    • ISSN
      1882-6652
    • Related Report
      2019 Annual Research Report
    • Peer Reviewed / Open Access
  • [Journal Article] A Distributed Internet Live Broadcasting System for Multi-Viewpoint Videos2019

    • Author(s)
      Satoru Matsumoto, Yoshimasa Ishi, Tomoki Yoshihisa, Tomoya Kawakami, Yuuichi Teranishi
    • Journal Title

      Internatioinal Journal of Informatics Society (IJIS)

      Volume: Vol. 11, No.2 Pages: 117-124

    • Related Report
      2019 Annual Research Report
    • Peer Reviewed / Open Access
  • [Presentation] Node Virtualization for Structured Overlay Networks Based on Multiple Different Time Intervals2020

    • Author(s)
      Tomoya Kawakami
    • Organizer
      World Congress on Information Technology Applications and Services (World IT Congress 2020)
    • Related Report
      2019 Annual Research Report
    • Int'l Joint Research
  • [Presentation] A Rule Design for Trust-Oriented Internet Live Video Distribution Systems2019

    • Author(s)
      Satoru Matsumoto, Tomoki Yoshihisa, Tomoya Kawakami, Yuuichi Teranishi
    • Organizer
      International Workshop on Streaming Media Delivery and Management Systems (SMDMS'19)
    • Related Report
      2019 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Evaluation of a Distributed Sensor Data Stream Collection Method Considering Phase Differences2019

    • Author(s)
      Tomoya Kawakami, Tomoki Yoshihisa, Yuuichi Teranishi
    • Organizer
      International Workshop on Streaming Media Delivery and Management Systems (SMDMS'19)
    • Related Report
      2019 Annual Research Report
    • Int'l Joint Research
  • [Presentation] A Mathematical Analysis of 2-Tiered Hybrid Broadcasting Environments2019

    • Author(s)
      Satoru Matsumoto, Kenji Ohira, Tomoki Yoshihisa
    • Organizer
      International Workshop on Streaming Media Delivery and Management Systems (SMDMS'19)
    • Related Report
      2019 Annual Research Report
    • Int'l Joint Research
  • [Presentation] A Performance Evaluation of Object Detections by Progressive Quality Improvement Approach2019

    • Author(s)
      Chaxiong Yukonhiatou, Tomoki Yoshihisa, Tomoya Kawakami, Yuuichi Teranishi, Shinji Shimojo
    • Organizer
      IEEE Global Conference on Consumer Electronics (GCCE 2019)
    • Related Report
      2019 Annual Research Report
    • Int'l Joint Research
  • [Presentation] A Dynamic Intervals Determination Method Based on Transaction Rates for Real-Time IoT Applications2019

    • Author(s)
      Chaxiong Yukonhiatou, Tomoki Yoshihisa, Tomoya Kawakami,Yuuichi Teranishi, and Shinji Shimojo
    • Organizer
      IEEE International Workshop on Architecture, Design, Deployment and Management of Networks and Applications (ADMNET 2019)
    • Related Report
      2019 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Trust-oriented Live Video Distribution Architecture2019

    • Author(s)
      Tomoki Yoshihisa, Satoru Matsumoto, Tomoya Kawakami, Yuuichi Teranishi
    • Organizer
      IEEE Computer Software and Applications Conference (COMPSAC'19)
    • Related Report
      2019 Annual Research Report
    • Int'l Joint Research
  • [Presentation] An Implementation of Video Surveillance Systems with Progressive Quality Improvement Approach2019

    • Author(s)
      Chaxiong Yukonhiatou, Tomoya Kawakami, Tomoki Yoshihisa, Yuuichi Teranishi, and Shinji Shimojo
    • Organizer
      情報処理学会 マルチメディア,分散,協調とモバイル (DICOMO2019) シンポジウム
    • Related Report
      2019 Annual Research Report
  • [Presentation] 自律映像処理を伴うトラスト指向インターネットライブ配信システムの検討2019

    • Author(s)
      松本哲,義久智樹,川上朋也,寺西裕一
    • Organizer
      情報処理学会 マルチメディア,分散,協調とモバイル (DICOMO2019) シンポジウム
    • Related Report
      2019 Annual Research Report
  • [Presentation] An Implementation of Surveillance Systems with Dynamic Transaction Intervals under PQI Approach2019

    • Author(s)
      Chaxiong Yukonhiatou, Tomoki Yoshihisa, Tomoya Kawakami, Yuuichi Teranishi, Shinji Shimojo
    • Organizer
      情報処理学会 第181回 マルチメディア通信と分散処理研究会(DPS)
    • Related Report
      2019 Annual Research Report
  • [Presentation] 大規模エッジデータ収集・配信のための構造化オーバレイネットワーク2019

    • Author(s)
      寺西裕一
    • Organizer
      情報処理学会 第180回 マルチメディア通信と分散処理研究会(DPS)
    • Related Report
      2019 Annual Research Report
  • [Presentation] 複数の異なる時間間隔に基づく構造化オーバレイネットワー ク構築手法の評価2019

    • Author(s)
      川上朋也
    • Organizer
      2019年度情報処理学会関西支部 支部大会, C-06
    • Related Report
      2019 Annual Research Report
  • [Presentation] A Scheme to Improve Stream Transaction Rates for Real-time IoT Applications2019

    • Author(s)
      Chaxiong Yukonhiatou, Tomoki Yoshihisa, Tomoya Kawakami, Yuuichi Teranishi, Shinji Shimojo
    • Organizer
      International Conference on Advanced Information Networking and Applications (AINA'19)
    • Related Report
      2018 Research-status Report
    • Int'l Joint Research
  • [Presentation] A Load Distribution Method for Sensor Data Stream Collection Considering Phase Differences2018

    • Author(s)
      Tomoya Kawakami, Tomoki Yoshihisa, Yuuichi Teranishi
    • Organizer
      International Workshop on Streaming Media Delivery and Management Systems (SMDMS 2018)
    • Related Report
      2018 Research-status Report
    • Int'l Joint Research
  • [Presentation] 大規模センサデータストリーム収集のための位相調整を用いた負荷均等化手法の検討2018

    • Author(s)
      川上朋也, 石 芳正, 義久智樹, 寺西裕一
    • Organizer
      マルチメディア,分散,協調とモバイル (DICOMO 2018) シンポジウム
    • Related Report
      2018 Research-status Report
  • [Presentation] A Scheme to Improve Stream Data Analysis Frequency for Real-time IoT Applications2018

    • Author(s)
      Chaxiong Yukonhiatou, Tomoki Yoshihisa, Tomoya Kawakami, Yoshimasa Ishi, Yuuichi Teranishi, Shinji Shimoj
    • Organizer
      マルチメディア,分散,協調とモバイル (DICOMO 2018) シンポジウム
    • Related Report
      2018 Research-status Report
  • [Presentation] 構造化オーバレイネットワークSuzakuの性能について2018

    • Author(s)
      寺西裕一, 安倍広多
    • Organizer
      第10回広域センサーネットワークとオーバレイネットワークに関するワークショップ
    • Related Report
      2018 Research-status Report
  • [Presentation] Models for Stream Data Distribution with Progressive Quality Improvement2017

    • Author(s)
      Tomoki Yoshihisa, Yoshimasa Ishi, Tomoya Kawakami, Satoru Matsumoto, Yuuichi Teranishi
    • Organizer
      The 8th International Workshop on Streaming Media Delivery and Management Systems (SMDMS 2017)
    • Related Report
      2017 Research-status Report
    • Int'l Joint Research
  • [Presentation] A Skip Graph-Based Collection System for Sensor Data Streams Considering Phase Differences2017

    • Author(s)
      Tomoya Kawakami, Yoshimasa Ishi, Tomoki Yoshihisa, Yuuichi Teranishi
    • Organizer
      The 8th International Workshop on Streaming Media Delivery and Management Systems (SMDMS 2017)
    • Related Report
      2017 Research-status Report
    • Int'l Joint Research
  • [Presentation] 分散センサデータストリーム配信における位相調整を用いた負荷均等化手法の検討2017

    • Author(s)
      川上朋也, 石 芳正, 義久智樹, 寺西裕一
    • Organizer
      電子情報通信学会インターネットアーキテクチャ研究会
    • Related Report
      2017 Research-status Report
  • [Book] Data Science: Theory, Analysis, and Applications (Book Chapter, pp. 95-123)2019

    • Author(s)
      Tomoya Kawakami, Tomoki Yoshihisa, Yuuichi Teranishi
    • Total Pages
      325
    • Publisher
      CRC Press
    • Related Report
      2019 Annual Research Report
  • [Remarks] PIAX - A Distributed Computing Framework

    • URL

      https://github.com/piax/piax

    • Related Report
      2019 Annual Research Report

URL: 

Published: 2017-04-28   Modified: 2021-02-19  

Information User Guide FAQ News Terms of Use Attribution of KAKENHI

Powered by NII kakenhi