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Lexical learning from interaction data for service robots

Research Project

Project/Area Number 25730111
Research Category

Grant-in-Aid for Young Scientists (B)

Allocation TypeMulti-year Fund
Research Field Perceptual information processing
Research InstitutionNagoya Institute of Technology

Principal Investigator

Taguchi Ryo  名古屋工業大学, 工学(系)研究科(研究院), 助教 (70508415)

Project Period (FY) 2013-04-01 – 2016-03-31
Project Status Completed (Fiscal Year 2015)
Budget Amount *help
¥4,160,000 (Direct Cost: ¥3,200,000、Indirect Cost: ¥960,000)
Fiscal Year 2015: ¥780,000 (Direct Cost: ¥600,000、Indirect Cost: ¥180,000)
Fiscal Year 2014: ¥910,000 (Direct Cost: ¥700,000、Indirect Cost: ¥210,000)
Fiscal Year 2013: ¥2,470,000 (Direct Cost: ¥1,900,000、Indirect Cost: ¥570,000)
Keywords音声情報処理 / 言語獲得 / シンボルグラウンディング / ロボット / 発話理解
Outline of Final Research Achievements

In order to understand speech of a user and act adequately, service robots need to have the pre-designed linguistic knowledge, such as lexicon, grammar and the relationship between the meaning of speech and actions of robots. However, the robot cannot adequately act when a user uttered the term that is not included in the pre-designed knowledge. To solve this problem, in this research, we developed the method to extend the linguistic knowledge by statistically analyzing phoneme sequences of the new wordings. On the other hand, utterances for navigation often includes relative spatial concepts. However, reference objects which are required to understanding relative spatial concepts may not be included in the utterances. In this research, we proposed a method for learning relative spatial concepts while estimating the reference objects. In this method, a robot extracts candidates of reference object from an occupancy grid map.

Report

(4 results)
  • 2015 Annual Research Report   Final Research Report ( PDF )
  • 2014 Research-status Report
  • 2013 Research-status Report
  • Research Products

    (13 results)

All 2016 2015 2014 2013

All Presentation (13 results) (of which Int'l Joint Research: 1 results,  Invited: 1 results)

  • [Presentation] Learning of Relative Spatial Concepts from ambiguous instructions2016

    • Author(s)
      Zhixiang Gu, Ryo Taguchi, Koosuke Hattori, Masahiro Hoguro, Taizo Umezaki
    • Organizer
      The 13th IFAC/IFIP/IFORS/IEA Symposium on Analysis, Design, and Evaluation of Human-Machine Systems
    • Place of Presentation
      京都
    • Year and Date
      2016-08-30
    • Related Report
      2015 Annual Research Report
    • Int'l Joint Research / Invited
  • [Presentation] キズ検査ロボットによる音声インタラクションを通した語彙の拡張2016

    • Author(s)
      藤本 智也,渡邉 祐太,呉 比,田口 亮,服部 公央亮,保黒 政大,梅崎 太造
    • Organizer
      人工知能学会全国大会,1O4-OS-22a-5
    • Place of Presentation
      北九州国際会議場
    • Year and Date
      2016-06-06
    • Related Report
      2015 Annual Research Report
  • [Presentation] 距離センサを用いた地図画像からの参照点推定と相対的位置概念の学習2015

    • Author(s)
      丸山皓,田口亮, 服部公央亮, 保黒政大, 梅崎太造
    • Organizer
      計測自動制御学会 システム・情報部門 学術講演会, GS13-16
    • Place of Presentation
      函館アリーナ
    • Year and Date
      2015-11-18
    • Related Report
      2015 Annual Research Report
  • [Presentation] 自動外観検査ロボットのための検査位置推定手法の検討2015

    • Author(s)
      呉比,田口亮,服部公央亮,保黒政大,梅崎太造
    • Organizer
      計測自動制御学会 システム・情報部門 学術講演会, GS13-22
    • Place of Presentation
      函館アリーナ
    • Year and Date
      2015-11-18
    • Related Report
      2015 Annual Research Report
  • [Presentation] 言い直しを利用した語彙の拡張に関する検討2015

    • Author(s)
      渡辺祐太,田口亮,梅崎太造,服部公央亮, 保黒政大
    • Organizer
      電気・電子・情報関係学会東海支部連合大会,A1-1
    • Place of Presentation
      名古屋工業大学
    • Year and Date
      2015-09-28
    • Related Report
      2015 Annual Research Report
  • [Presentation] 藤本智也,田口亮,梅崎太造,服部公央亮, 保黒政大2015

    • Author(s)
      SOM と SVM を用いた姿勢変化に対応した物体認識
    • Organizer
      電気・電子・情報関係学会東海支部連合大会,M1-8
    • Place of Presentation
      名古屋工業大学
    • Year and Date
      2015-09-28
    • Related Report
      2015 Annual Research Report
  • [Presentation] サービスロボットによるインタラクションを通した語彙の拡張2015

    • Author(s)
      渡邉祐太,田口亮,服部公央亮,保黒政大,梅崎太造
    • Organizer
      人工知能学会全国大会,2D4-3
    • Place of Presentation
      公立はこだて未来大学
    • Year and Date
      2015-05-30
    • Related Report
      2015 Annual Research Report 2014 Research-status Report
  • [Presentation] 自己組織化マップを用いた物体概念の学習2015

    • Author(s)
      藤本 智也,田口 亮,服部 公央亮,保黒 政大,梅崎 太造
    • Organizer
      人工知能学会全国大会,2D4-5
    • Place of Presentation
      公立はこだて未来大学
    • Year and Date
      2015-05-30
    • Related Report
      2015 Annual Research Report 2014 Research-status Report
  • [Presentation] SIGVerseを用いた語彙学習シミュレーション2014

    • Author(s)
      田口亮,東拓実,沢登京介,保黒政大,梅崎太造
    • Organizer
      人工知能学会全国大会,1I3-4
    • Place of Presentation
      愛媛県県民文化会館
    • Year and Date
      2014-05-12 – 2014-05-15
    • Related Report
      2014 Research-status Report
  • [Presentation] 複数の座標系候補を持つ相対的な概念の学習2014

    • Author(s)
      東拓実,加藤嗣,田口亮,梅崎太造,保黒政大
    • Organizer
      情報処理学会 第76回全国大会
    • Place of Presentation
      東京都(東京電機大学)
    • Related Report
      2013 Research-status Report
  • [Presentation] ヒューマンロボットコミュニケーションにおける意味学習機構の有用性2014

    • Author(s)
      沢登京介,梅崎太造,田口亮,保黒政大
    • Organizer
      情報処理学会 第76回全国大会
    • Place of Presentation
      東京都(東京電機大学)
    • Related Report
      2013 Research-status Report
  • [Presentation] EMアルゴリズムを用いた絶対概念と相対概念の同時学習2013

    • Author(s)
      田口 亮,DING WANG,QIYUE YU,保黒政大,梅崎太造
    • Organizer
      人工知能学会全国大会
    • Place of Presentation
      富山県富山市
    • Related Report
      2013 Research-status Report
  • [Presentation] ロボットによる発話理解のための相対的概念の学習2013

    • Author(s)
      田口亮,東拓実,保黒政大,梅崎太造
    • Organizer
      計測自動制御学会システム・情報部門 学術講演会
    • Place of Presentation
      滋賀県大津市
    • Related Report
      2013 Research-status Report

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Published: 2014-07-25   Modified: 2019-07-29  

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