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Platform for real time processing of big data

Research Project

Project/Area Number 15K00163
Research Category

Grant-in-Aid for Scientific Research (C)

Allocation TypeMulti-year Fund
Section一般
Research Field Multimedia database
Research InstitutionRitsumeikan University

Principal Investigator

Oyanagi Shigeru  立命館大学, 情報理工学部, 教授 (60351326)

Co-Investigator(Kenkyū-buntansha) 孟 林  立命館大学, 理工学部, 助教 (60615938)
中村 健二  大阪経済大学, 情報社会学部, 教授 (70556969)
Project Period (FY) 2015-04-01 – 2018-03-31
Project Status Completed (Fiscal Year 2017)
Budget Amount *help
¥4,550,000 (Direct Cost: ¥3,500,000、Indirect Cost: ¥1,050,000)
Fiscal Year 2017: ¥1,430,000 (Direct Cost: ¥1,100,000、Indirect Cost: ¥330,000)
Fiscal Year 2016: ¥1,430,000 (Direct Cost: ¥1,100,000、Indirect Cost: ¥330,000)
Fiscal Year 2015: ¥1,690,000 (Direct Cost: ¥1,300,000、Indirect Cost: ¥390,000)
Keywordsビッグデータ / 甲骨文字認識 / 高齢者見守り / 水中ドローン / バースト検出 / マイクロブログ / アクセスログ / ビッグデータ分析 / リアルタイムバースト検出 / 高齢者の見守り / 交通現象の情報取得 / FPGA / バースト解析 / GPU / パターンマッチ / クラスタリング
Outline of Final Research Achievements

Big data is becoming a key issue for the research of next generation information system. Real time processing of big data on a conventional system is difficult because of huge amount of data. This research aims to provide a platform for real time big data processing.
Our approach is to realize real time big data processing by implementing several real applications. They are classified into two groups. The first group of applications uses real time image processing and deep learning. They are recognition for oracle bone inscriptions, fall detection for elderly persons using a depth camera, and underwater-drone with panoramic camera for automatic fish recognition. The second group of applications are extension of real time burst analysis algorithm. They are extracting traffic phenomena with real time keywords using social networking service, and analysis of purchase possibility by access log of EC site.
The result of this research gives a perspective for real time platform of big data.

Report

(4 results)
  • 2017 Annual Research Report   Final Research Report ( PDF )
  • 2016 Research-status Report
  • 2015 Research-status Report
  • Research Products

    (24 results)

All 2018 2017 2016 2015

All Journal Article (5 results) (of which Peer Reviewed: 5 results,  Open Access: 1 results,  Acknowledgement Compliant: 2 results) Presentation (18 results) (of which Int'l Joint Research: 9 results) Book (1 results)

  • [Journal Article] Underwater-drone with Panoramic Camera for Automatic Fish Recognition Based on Deep Learning2018

    • Author(s)
      Lin Meng, Takuma Hirayama, Shigeru Oyanagi
    • Journal Title

      IEEE ACCESS

      Volume: Vol.6, No.1 Pages: 2169-3536

    • DOI

      10.1109/access.2018.2820326

    • Related Report
      2017 Annual Research Report
    • Peer Reviewed / Open Access
  • [Journal Article] Dangerous Situation Detection for Elderly Persons in Restrooms Using Center of Gravity and Ellipse Detection2017

    • Author(s)
      Lin Meng, Xiangbo Kong and Daiki Taniguchi
    • Journal Title

      Journal of Robotics and Mechatronics

      Volume: 29 Issue: 6 Pages: 1057-1064

    • DOI

      10.20965/jrm.2017.p1057

    • NAID

      130007519872

    • ISSN
      0915-3942, 1883-8049
    • Year and Date
      2017-12-20
    • Related Report
      2017 Annual Research Report
    • Peer Reviewed
  • [Journal Article] A Combined Recognition System for Oracle Bone Inscriptions2017

    • Author(s)
      Lin Meng and Tomonori Izumi
    • Journal Title

      International Journal of Advanced Mechatronic Systems

      Volume: Vol.7, No.4 Issue: 4 Pages: 235-244

    • DOI

      10.1504/ijamechs.2017.10010732

    • Related Report
      2017 Annual Research Report
    • Peer Reviewed
  • [Journal Article] 交通現象を獲得するためのリアルタイムキーワード群の抽出手法の開発2017

    • Author(s)
      中村 健二, 田中 成典, 藤本 雄紀, 外山 諒
    • Journal Title

      土木学会論文集F3(土木情報学)

      Volume: Vol.72, No.2 Pages: 182-191

    • NAID

      130005475983

    • Related Report
      2016 Research-status Report
    • Peer Reviewed / Acknowledgement Compliant
  • [Journal Article] ハブ空間上でのクラスタリングとマッチングによる甲骨文字の認識2015

    • Author(s)
      孟林、泉知論、小柳滋
    • Journal Title

      画像電子学会論文誌

      Volume: vol.44, No.4 Pages: 627-636

    • Related Report
      2015 Research-status Report
    • Peer Reviewed / Acknowledgement Compliant
  • [Presentation] Fall Detection for Elderly Persons Using a Depth Camera2018

    • Author(s)
      Xiangbo Kong, Lin Meng, and Hiroyuki Tomiyama
    • Organizer
      International Symposium on Advanced Technologies and Applications in the Internet of Things
    • Related Report
      2017 Annual Research Report
    • Int'l Joint Research
  • [Presentation] 深層学習を用いた甲骨文字認識2018

    • Author(s)
      紙徳 直生,伊藤 大喜,多田 晃己,孟 林, 山崎 勝弘
    • Organizer
      情報処理学会第80回全国大会
    • Related Report
      2017 Annual Research Report
  • [Presentation] 深層学習を用いた拓本の多書体認識と時空間データベースの作成2018

    • Author(s)
      岸 雅大,鍋谷 美智子,野上 佳奈,孟 林, 山崎 勝弘
    • Organizer
      情報処理学会第80回全国大会
    • Related Report
      2017 Annual Research Report
  • [Presentation] 甲骨文字解析支援のための文字領域抽出手法2018

    • Author(s)
      渡邉 清威, 孟 林, 泉 知論,
    • Organizer
      画像電子学会第284回研究会
    • Related Report
      2017 Annual Research Report
  • [Presentation] 線分抽出パラメタの自動最適化による甲骨文字認識率の向上2017

    • Author(s)
      鈴木達也, 孟林, 泉 知論
    • Organizer
      電子情報通信学会画像工学研究会
    • Place of Presentation
      北海道大学(北海道・札幌市)
    • Year and Date
      2017-02-21
    • Related Report
      2016 Research-status Report
  • [Presentation] リアルタイムに交通現象を獲得するためのキーワードの選定方法2017

    • Author(s)
      中村 健二, 田中 成典, 藤本 雄紀, 外山 諒
    • Organizer
      関西大学先端科学技術シンポジウム
    • Place of Presentation
      関西大学(大阪府・吹田市)
    • Year and Date
      2017-01-20
    • Related Report
      2016 Research-status Report
  • [Presentation] Two-Stage Recognition for Oracle Bone Inscriptions2017

    • Author(s)
      Lin Meng
    • Organizer
      19th International Conference on Image Analysis and Processing
    • Related Report
      2017 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Recognition of Oracle Bone Inscriptions by Extracting Line Features on Image Processing2017

    • Author(s)
      Lin Meng
    • Organizer
      6th International Conference on Pattern Recognition Applications and Methods(ICPRAM)
    • Related Report
      2017 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Fall Detection for Elderly Persons Using a Depth Camera2017

    • Author(s)
      Lin Meng, Xiangbo Kong and Hiroyuki Tomiyama
    • Organizer
      2017 International Conference on Advanced Mechatronic Systems(ICAMechS 2017)
    • Related Report
      2017 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Research for Extracting Traffic Phenomena with Real Time Keywords Using Social Networking Service2017

    • Author(s)
      NAKAMURA, K., TANAKA, S., FUJIMOTO, Y. and TOYAMA.A
    • Organizer
      ITS Asia Pacific Forum 2017
    • Related Report
      2017 Annual Research Report
    • Int'l Joint Research
  • [Presentation] The Development of Underwater-drone Equipped with 360 Degree-degree Panoramic Camera in Opensource Hardware2017

    • Author(s)
      Lin Meng, Takuma Hirayama, Shigeru Oyanagi
    • Organizer
      International Conference on identification, information and knowledge in the internet of things (IIKI2017)
    • Related Report
      2017 Annual Research Report
    • Int'l Joint Research
  • [Presentation] 深層学習を用いた二段甲骨文字認識2017

    • Author(s)
      紙徳 直生, 孟 林, 山崎 勝弘
    • Organizer
      第16回情報科学技術フォーラム(FIT2017),
    • Related Report
      2017 Annual Research Report
  • [Presentation] ガボールフィルタを用いた甲骨拓本からの文字領域の抽出2017

    • Author(s)
      渡邉清威, 孟 林, 泉 知論
    • Organizer
      電子情報通信学会PRMU/SP研究会
    • Related Report
      2017 Annual Research Report
  • [Presentation] ECサイトにおけるユーザの消費者関与の分析に関する研究2017

    • Author(s)
      中村健二,外山諒,田中成典,藤本雄紀
    • Organizer
      第33回ファジィシステムシンポジウム
    • Related Report
      2017 Annual Research Report
  • [Presentation] Danger Situations Detection for the Senior in Toilet Room Using the Center of Gravity2016

    • Author(s)
      Lin Meng, Xiangbo Kong and Daiki Taniguchi
    • Organizer
      2016 International Conference on Advanced Mechatronic Systems(ICAMechS 2016),
    • Place of Presentation
      Melbourne, (Australia)
    • Year and Date
      2016-12-02
    • Related Report
      2016 Research-status Report
    • Int'l Joint Research
  • [Presentation] Method for Detecting Situations Dangerous to the Senior in the Toilet Room,2016

    • Author(s)
      Lin Meng, Xiangbo Kong and Daiki Taniguchi,
    • Organizer
      EEE/IEIE 2016 1st International Conference on Consumer Electronics Asia(ICCE-Asia),
    • Place of Presentation
      Seoul, (Korea)
    • Year and Date
      2016-10-27
    • Related Report
      2016 Research-status Report
    • Int'l Joint Research
  • [Presentation] リアルタイムに交通現象を獲得するためのキーワードの選定方法の検討2016

    • Author(s)
      中村 健二, 田中 成典, 藤本 雄紀, 外山 諒
    • Organizer
      土木情報学シンポジウム講演集,土木学会
    • Place of Presentation
      土木学会講堂(東京都・新宿区)
    • Year and Date
      2016-09-26
    • Related Report
      2016 Research-status Report
  • [Presentation] Detecting Cracks on a Concrete Surface Using Histogram of Oriented Gradients2015

    • Author(s)
      Lin Meng、 Zhongkui Wang、 Shigeru Oyanagi
    • Organizer
      2015 International Conference on Advanced Mechatronic Systems(ICAMechS 2015)
    • Place of Presentation
      Beijing, China
    • Year and Date
      2015-08-22
    • Related Report
      2015 Research-status Report
    • Int'l Joint Research
  • [Book] 画像処理を用いた甲骨文字認識2017

    • Author(s)
      孟林
    • Total Pages
      176
    • Publisher
      北斗プリント社
    • ISBN
      9784894673342
    • Related Report
      2017 Annual Research Report

URL: 

Published: 2015-04-16   Modified: 2019-03-29  

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