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System Design for Constructing Networked Virtual Sensors

Research Project

Project/Area Number 18K11274
Research Category

Grant-in-Aid for Scientific Research (C)

Allocation TypeMulti-year Fund
Section一般
Review Section Basic Section 60060:Information network-related
Research InstitutionAoyama Gakuin University

Principal Investigator

Tobe Yoshito  青山学院大学, 理工学部, 教授 (60327666)

Co-Investigator(Kenkyū-buntansha) 瀬崎 薫  東京大学, 空間情報科学研究センター, 教授 (10216541)
Project Period (FY) 2018-04-01 – 2021-03-31
Project Status Completed (Fiscal Year 2020)
Budget Amount *help
¥4,420,000 (Direct Cost: ¥3,400,000、Indirect Cost: ¥1,020,000)
Fiscal Year 2020: ¥1,560,000 (Direct Cost: ¥1,200,000、Indirect Cost: ¥360,000)
Fiscal Year 2019: ¥1,560,000 (Direct Cost: ¥1,200,000、Indirect Cost: ¥360,000)
Fiscal Year 2018: ¥1,300,000 (Direct Cost: ¥1,000,000、Indirect Cost: ¥300,000)
Keywords仮想センサ / 機械学習 / ネットワーク仮想センサ / センサ仮想化 / センサネットワーク
Outline of Final Research Achievements

In this study, to establish sensor intelligence, a method in which the sensor output becomes virtually intelligent by adding information in real0time using a service on a server to which the sensor is connected via a network. In 2018, we developed an image position measurement system to identify the position by inquiring the position to the server using the image of the client. In 2019, we succeeded in improving the reliability of the system as a whole by improving the detection accuracy by removing occlusion. In 2020, we developed an emotion estimation system based on human voice for practical application. We have established a mechanism to estimate emotions on the network side based on the uttered content.

Academic Significance and Societal Importance of the Research Achievements

従来,センサは直接計測した固定された物理量を出力するものであったが,多様な出力に変換させるためのデータ表現を考える必要がある.さらに,収集されたデータが増えると機械学習により,出力の精度を上げることが可能となる.この2点において,従来にはないセンシングの枠組みを構築することができる.今後,Internet of Things により,各種センサがインターネット接続されることが想定され,インターネットと接続されることにより,センサ自体のインテリジェント性が向上する点に社会的意義がある.

Report

(4 results)
  • 2020 Annual Research Report   Final Research Report ( PDF )
  • 2019 Research-status Report
  • 2018 Research-status Report
  • Research Products

    (13 results)

All 2021 2020 2019 2018 Other

All Int'l Joint Research (1 results) Journal Article (1 results) (of which Int'l Joint Research: 1 results,  Peer Reviewed: 1 results) Presentation (11 results) (of which Int'l Joint Research: 5 results)

  • [Int'l Joint Research] ジャンモネ大学(フランス)

    • Related Report
      2020 Annual Research Report
  • [Journal Article] RW-QAnswer: An Assisting System for Intelligent Environments Using Semantic Technology2020

    • Author(s)
      Koichi Shimoda, Dennis Diefenbach, Kamal Singh, Akihito Taya, Yoshito Tobe, Pierre Maret
    • Journal Title

      Journal of Reliable Intelligent Environments

      Volume: 6 Pages: 215-231

    • Related Report
      2020 Annual Research Report
    • Peer Reviewed / Int'l Joint Research
  • [Presentation] VFep: 3D Graphic Face Representation Based on Voice-based Emotion Recognition2021

    • Author(s)
      Tomoya Suzuki, Akihito Taya, Yoshito Tobe
    • Organizer
      5th Workshop on emotion awareness for pervasive computing beyond traditional approach
    • Related Report
      2020 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Umapにおけるセンシング行動の誘導に関する研究2020

    • Author(s)
      増田拓也, 高橋和太郎, 戸辺義人, 高橋淳二
    • Organizer
      電子情報通信学会 HPB第22回研究会
    • Related Report
      2019 Research-status Report
  • [Presentation] 通信行動モデルベースの行動予測によるQoE向上の研究2020

    • Author(s)
      田澤航樹, 原道樹, 田谷昭仁, 戸辺義人
    • Organizer
      情報処理学会第82回全国大会
    • Related Report
      2019 Research-status Report
  • [Presentation] Analysis and Prediction of Malware with Evasion Technique2020

    • Author(s)
      Yasuhiro Horibe, Yuki Wako, Akihito Taya, Yoshito Tobe
    • Organizer
      電子情報通信学会総合大会
    • Related Report
      2019 Research-status Report
  • [Presentation] Emotion-Polarity Visualizer on Smartphone2019

    • Author(s)
      Yui Yamashita, Masaru Onodera, Koichi Shimoda, and Yoshito Tobe
    • Organizer
      Second International Workshop on Affective Computing for Requirements Engineering
    • Related Report
      2019 Research-status Report
    • Int'l Joint Research
  • [Presentation] Identification of Applications Running on Smartphones Using Call Detail Records2019

    • Author(s)
      Michiki Hara, Kizito Nkurikiyeyezu, Yu Nakayama, Hiroki Ishizuka, Yukitoshi Kashimoto, Lopez Guillaume, Yoshito Tobe
    • Organizer
      International Conference on Telecommunications and Communication Engineering (ICTCE) 2019
    • Related Report
      2019 Research-status Report
    • Int'l Joint Research
  • [Presentation] セマンティック技術を用いたセンシングデータ検索システム2019

    • Author(s)
      下田 功一, DIEFENBACH Dennis, MARET Pierre, 戸辺義人
    • Organizer
      計測自動制御学会 計測部門スマートセンシングシステム部会 研究発表会
    • Related Report
      2019 Research-status Report
  • [Presentation] スマートフォン話しかけによる気分のロギング2019

    • Author(s)
      山下優衣, 小野寺俊, 田谷昭仁, 高橋淳二, 戸辺義人
    • Organizer
      計測自動制御学会 計測部門スマートセンシングシステム部会 研究発表会
    • Related Report
      2019 Research-status Report
  • [Presentation] API サービスプロキシの動的制御に関する研究2018

    • Author(s)
      小野寺 俊, 戸辺 義人
    • Organizer
      電子情報通信学会ヒューマンプローブ研究会
    • Related Report
      2018 Research-status Report
  • [Presentation] A Message Sharing System that Enables Highly Accurate Space Attachment Linked with the Web2018

    • Author(s)
      Shunki Kitsunai, Junji Takahashi, Yoshito Tobe
    • Organizer
      The 9th International Conference on ICT Convergence (iCTC 2018)
    • Related Report
      2018 Research-status Report
    • Int'l Joint Research
  • [Presentation] HLSI:Intelligent Sensors with HTTP Connection to Servers2018

    • Author(s)
      Masaru Onodera, Tomoya Kaneko, Junji Takahashi and Yoshito Tobe
    • Organizer
      WoRIE2018
    • Related Report
      2018 Research-status Report
    • Int'l Joint Research

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Published: 2018-04-23   Modified: 2022-01-27  

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