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Design and Evaluation of a Mobile Cloud Computing Terminal System

Research Project

Project/Area Number 18J10020
Research Category

Grant-in-Aid for JSPS Fellows

Allocation TypeSingle-year Grants
Section国内
Research Field Theory of informatics
Research InstitutionTohoku University

Principal Investigator

Gama Rodrigues Tiago  東北大学, 情報科学研究科, 特別研究員(DC2)

Project Period (FY) 2018-04-25 – 2020-03-31
Project Status Completed (Fiscal Year 2019)
Budget Amount *help
¥1,500,000 (Direct Cost: ¥1,500,000)
Fiscal Year 2019: ¥700,000 (Direct Cost: ¥700,000)
Fiscal Year 2018: ¥800,000 (Direct Cost: ¥800,000)
Keywordsedge cloud / cloud computing / computer networks / computation offloading / machine learning / artificial intelligence
Outline of Annual Research Achievements

The survey of research using Machine Learning and Mobile Edge Cloud I completed last year was accepted in the beginning of this year. I also created a Machine Learning-based protocol for deciding the best locations to deploy edge servers based on network architecture and user disposition. My solution is capable of improving performance 40% from what conventional research applies. This research resulted in a presentation in an esteemed international conference and a publication in a top ranked journal. I ended the year by working on my my Doctor’s thesis. I talked about how Machine Learning could be used to significantly improve the performance of Mobile Edge Cloud. In thesis I also combined all my previous solutions into one single overarching protocol.

Research Progress Status

令和元年度が最終年度であるため、記入しない。

Strategy for Future Research Activity

令和元年度が最終年度であるため、記入しない。

Report

(2 results)
  • 2019 Annual Research Report
  • 2018 Annual Research Report
  • Research Products

    (7 results)

All 2020 2019 2018

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

  • [Journal Article] Machine Learning Meets Computation and Communication Control in Evolving Edge and Cloud: Challenges and Future Perspective2020

    • Author(s)
      Rodrigues Tiago Koketsu、Suto Katsuya、Nishiyama Hiroki、Liu Jiajia、Kato Nei
    • Journal Title

      IEEE Communications Surveys & Tutorials

      Volume: 22 Issue: 1 Pages: 38-67

    • DOI

      10.1109/comst.2019.2943405

    • Related Report
      2019 Annual Research Report
    • Peer Reviewed / Int'l Joint Research
  • [Journal Article] Edge Cloud Server Deployment with Transmission Power Control through Machine Learning for 6G Internet of Things2020

    • Author(s)
      Koketsu Rodrigues Tiago、Suto Katsuya、Kato Nei
    • Journal Title

      IEEE Transactions on Emerging Topics in Computing

      Volume: 1 Issue: 4 Pages: 1-1

    • DOI

      10.1109/tetc.2019.2963091

    • Related Report
      2019 Annual Research Report
    • Peer Reviewed / Int'l Joint Research
  • [Journal Article] Cloudlets Activation Scheme for Scalable Mobile Edge Computing with Transmission Power Control and Virtual Machine Migration2018

    • Author(s)
      Rodrigues Tiago Gama、Suto Katsuya、Nishiyama Hiroki、Kato Nei、Temma Katsuhiro
    • Journal Title

      IEEE Transactions on Computers

      Volume: 67 Issue: 9 Pages: 1287-1300

    • DOI

      10.1109/tc.2018.2818144

    • Related Report
      2018 Annual Research Report
    • Peer Reviewed / Int'l Joint Research
  • [Journal Article] A Probabilistic Approach to Deploying Disaster Response Network2018

    • Author(s)
      Nishiyama Hiroki、Rodrigues Tiago Gama、Liu Jiajia
    • Journal Title

      IEEE Transactions on Vehicular Technology

      Volume: 67 Issue: 12 Pages: 12086-12094

    • DOI

      10.1109/tvt.2018.2872542

    • Related Report
      2018 Annual Research Report
    • Peer Reviewed / Int'l Joint Research
  • [Journal Article] An Internet of Things Traffic-Based Power Saving Scheme in Cloud-Radio Access Network2018

    • Author(s)
      Keisuke Miyanabe, Tiago Gama Rodrigues, Yunseong Lee, Hiroki Nishiyama, and Nei Kato
    • Journal Title

      IEEE Internet of Things Journal

      Volume: 印刷中 Issue: 2 Pages: 3087-3096

    • DOI

      10.1109/jiot.2018.2878884

    • Related Report
      2018 Annual Research Report
    • Peer Reviewed / Open Access / Int'l Joint Research
  • [Presentation] Hyperparameter Study of Machine Learning Solutions for the Edge Server Deployment2019

    • Author(s)
      Koketsu Rodrigues Tiago
    • Organizer
      IEEE
    • Related Report
      2019 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Cross-Acceleration Study of Particle Swarm Optimization Applied to Resource Minimization in Mobile Edge Computing2018

    • Author(s)
      Gama Rodrigues Tiago
    • Organizer
      IEICE
    • Related Report
      2018 Annual Research Report

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Published: 2018-05-01   Modified: 2024-03-26  

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