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Learning Motions and Responses from Large-Scale Data on a Cloud-Robotics Platform

Research Project

Project/Area Number 15K16074
Research Category

Grant-in-Aid for Young Scientists (B)

Allocation TypeMulti-year Fund
Research Field Intelligent robotics
Research InstitutionNational Institute of Information and Communications Technology

Principal Investigator

Sugiura Komei  国立研究開発法人情報通信研究機構, 先進的音声翻訳研究開発推進センター先進的音声技術研究室, 主任研究員 (60470473)

Project Period (FY) 2015-04-01 – 2018-03-31
Project Status Completed (Fiscal Year 2017)
Budget Amount *help
¥4,030,000 (Direct Cost: ¥3,100,000、Indirect Cost: ¥930,000)
Fiscal Year 2017: ¥780,000 (Direct Cost: ¥600,000、Indirect Cost: ¥180,000)
Fiscal Year 2016: ¥1,820,000 (Direct Cost: ¥1,400,000、Indirect Cost: ¥420,000)
Fiscal Year 2015: ¥1,430,000 (Direct Cost: ¥1,100,000、Indirect Cost: ¥330,000)
Keywords知能ロボティクス / マルチモーダル言語理解 / クラウドロボティクス / 模倣学習 / 機械学習 / 動作認識 / ヒューマンロボットインタラクション
Outline of Final Research Achievements

In this study, we aim to develop a learning method of non-verbal knowledge such as motion and multimodal dialogue with a robot using a cloud robotics platform. Time series prediction method based on Deep Neural Network which introduced Dynamic Pre-training was proposed and its effectiveness was validated by using a standard motion data. In addition to improving the cloud robotics platform Rospeex, we have built a domestic service robot that has over 10,000 multimodal concepts. We also developed a multimodal language understanding method Latent Classifier GAN (LAC-GAN) that can understand user commands according to the situation.

Report

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

    (21 results)

All 2018 2017 2016 2015 Other

All Journal Article (7 results) (of which Int'l Joint Research: 1 results,  Peer Reviewed: 2 results,  Acknowledgement Compliant: 3 results) Presentation (12 results) (of which Int'l Joint Research: 6 results,  Invited: 5 results) Remarks (2 results)

  • [Journal Article] Deep Flare Net (DeFN) Model for Solar Flare Prediction2018

    • Author(s)
      N. Nishizuka, K. Sugiura, Y. Kubo, M. Den, and M. Ishii
    • Journal Title

      The Astrophysical Journal

      Volume: 印刷中

    • Related Report
      2017 Annual Research Report
    • Peer Reviewed
  • [Journal Article] ロボカップ西暦2050年を目指して2017

    • Author(s)
      奥川雅之, 伊藤暢浩, 岡田浩之, 植村渉, 高橋友一, 杉浦孔明
    • Journal Title

      知能情報ファジィ学会誌

      Volume: 29 Pages: 42-54

    • Related Report
      2017 Annual Research Report
  • [Journal Article] 模倣学習における確率ロボティクスの新展開2016

    • Author(s)
      杉浦孔明
    • Journal Title

      システム制御情報学会誌

      Volume: 60 Pages: 521-527

    • NAID

      130006786740

    • Related Report
      2016 Research-status Report
    • Acknowledgement Compliant
  • [Journal Article] ロボットによる大規模言語学習に向けて -実世界知識の利活用とクラウドロボティクス基盤の構築-2016

    • Author(s)
      杉浦孔明
    • Journal Title

      計測と制御

      Volume: 55 Pages: 884-889

    • NAID

      130005431533

    • Related Report
      2016 Research-status Report
    • Acknowledgement Compliant
  • [Journal Article] ビッグデータの利活用によるロボットの音声コミュニケーション基盤構築2016

    • Author(s)
      杉浦孔明
    • Journal Title

      電子情報通信学会誌

      Volume: 99 Pages: 500-504

    • Related Report
      2016 Research-status Report
    • Acknowledgement Compliant
  • [Journal Article] ロボカップ@ホーム: 人と共存するロボットのベンチマークテスト2016

    • Author(s)
      杉浦孔明
    • Journal Title

      人工知能

      Volume: 31 Pages: 230-236

    • Related Report
      2015 Research-status Report
  • [Journal Article] RoboCup@Home: Analysis and Results of Evolving Competitions for Domestic and Service Robots2015

    • Author(s)
      L. Iocchi, D. Holz, J. Ruiz-del-Solar, K. Sugiura, and T. van der Zant
    • Journal Title

      Artificial Intelligence

      Volume: 229 Pages: 258-281

    • Related Report
      2015 Research-status Report
    • Peer Reviewed / Int'l Joint Research
  • [Presentation] ロボットの音声コミュニケーション技術-言葉や能力の壁を越えるデータ指向知能に向けて2017

    • Author(s)
      杉浦孔明
    • Organizer
      音学シンポジウム2017
    • Related Report
      2017 Annual Research Report
    • Invited
  • [Presentation] Grounded Language Understanding for Manipulation Instructions Using GAN-Based Classification2017

    • Author(s)
      K. Sugiura and H. Kawai
    • Organizer
      IEEE ASRU
    • Related Report
      2017 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Latent Classifier Generative Adversarial Netsによる動詞のない命令文理解2017

    • Author(s)
      杉浦孔明, 河井恒
    • Organizer
      第35回日本ロボット学会学術講演会
    • Related Report
      2017 Annual Research Report
  • [Presentation] ばらまき型センサネット構築のためのマルチコプタの逐次行動計画2016

    • Author(s)
      杉浦孔明, 河井恒
    • Organizer
      第34回日本ロボット学会学術講演会
    • Place of Presentation
      山形大学(山形県山形市)
    • Year and Date
      2016-09-07
    • Related Report
      2016 Research-status Report
  • [Presentation] Analysis of Long-Term and Large-Scale Experiments on Robot Dialogues Using a Cloud Robotics Platform2016

    • Author(s)
      K. Sugiura and K. Zettsu
    • Organizer
      ACM/IEEE HRI
    • Place of Presentation
      Christchurch, New Zealand
    • Year and Date
      2016-03-10
    • Related Report
      2015 Research-status Report
    • Int'l Joint Research
  • [Presentation] Statistic Imitation Learning and Human-Robot Communication2016

    • Author(s)
      K. Sugiura
    • Organizer
      The 2nd International Workshop on Cognitive Neuroscience Robotics
    • Place of Presentation
      サンケイカンファレンス(大阪市北区)
    • Year and Date
      2016-02-21
    • Related Report
      2015 Research-status Report
    • Int'l Joint Research / Invited
  • [Presentation] Cloud Robotics for Human-Robot Dialogues2016

    • Author(s)
      K. Sugiura
    • Organizer
      Japan-UK Robotics and Artificial Intelligence Seminar 2016
    • Place of Presentation
      London, UK
    • Year and Date
      2016-02-18
    • Related Report
      2015 Research-status Report
    • Int'l Joint Research / Invited
  • [Presentation] Cloud Robotics for Building Conversational Robots2016

    • Author(s)
      Komei Sugiura
    • Organizer
      IROS 2016 Workshop on Machine Learning Methods for High-Level Cognitive Capabilities in Robotics
    • Place of Presentation
      大田,韓国
    • Related Report
      2016 Research-status Report
    • Int'l Joint Research / Invited
  • [Presentation] 実世界知識を扱う音声対話技術-言葉と能力の壁を超える技術の実現に向けて-2016

    • Author(s)
      浦孔明, 岡本拓磨, 廣江厚夫, 河井恒
    • Organizer
      第34回日本ロボット学会学術講演会 OS「ロボット聴覚」
    • Place of Presentation
      山形大学(山形県山形市)
    • Related Report
      2016 Research-status Report
    • Invited
  • [Presentation] Rospeex: A Cloud Robotics Platform for Human-Robot Spoken Dialogues2015

    • Author(s)
      K. Sugiura and K. Zettsu
    • Organizer
      IEEE/RSJ IROS
    • Place of Presentation
      Hamburg, Germany
    • Year and Date
      2015-10-01
    • Related Report
      2015 Research-status Report
    • Int'l Joint Research
  • [Presentation] クラウドロボティクス基盤rospeexの長期実証実験と大規模ロボット対話データの解析2015

    • Author(s)
      杉浦孔明, 是津耕司
    • Organizer
      第33回日本ロボット学会学術講演会
    • Place of Presentation
      東京電機大学(東京都足立区)
    • Year and Date
      2015-09-05
    • Related Report
      2015 Research-status Report
  • [Presentation] Dynamic Pre-trainingを導入したDeep Neural Networkによる関節角時系列の予測2015

    • Author(s)
      杉浦孔明, 是津耕司
    • Organizer
      第33回日本ロボット学会学術講演会
    • Place of Presentation
      東京電機大学(東京都足立区)
    • Year and Date
      2015-09-04
    • Related Report
      2015 Research-status Report
  • [Remarks] Rospeex website

    • URL

      http://rospeex.org/

    • Related Report
      2017 Annual Research Report
  • [Remarks] rospeex website

    • URL

      http://rospeex.org/

    • Related Report
      2015 Research-status Report

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

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