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Context-Adaptive Intelligent Mechanism of Personalized Robots Based on Learning of Cognitive Behavioral Experiences

Research Project

Project/Area Number 16H01748
Research Category

Grant-in-Aid for Scientific Research (A)

Allocation TypeSingle-year Grants
Section一般
Research Field Intelligent robotics
Research InstitutionThe University of Tokyo

Principal Investigator

Okada Kei  東京大学, 大学院情報理工学系研究科, 教授 (70359652)

Project Period (FY) 2016-04-01 – 2021-03-31
Project Status Completed (Fiscal Year 2020)
Budget Amount *help
¥42,900,000 (Direct Cost: ¥33,000,000、Indirect Cost: ¥9,900,000)
Fiscal Year 2020: ¥6,890,000 (Direct Cost: ¥5,300,000、Indirect Cost: ¥1,590,000)
Fiscal Year 2019: ¥8,190,000 (Direct Cost: ¥6,300,000、Indirect Cost: ¥1,890,000)
Fiscal Year 2018: ¥8,450,000 (Direct Cost: ¥6,500,000、Indirect Cost: ¥1,950,000)
Fiscal Year 2017: ¥10,920,000 (Direct Cost: ¥8,400,000、Indirect Cost: ¥2,520,000)
Fiscal Year 2016: ¥8,450,000 (Direct Cost: ¥6,500,000、Indirect Cost: ¥1,950,000)
Keywords知能ロボット / 認識行動経験学習 / 個人化学習 / パーソナライズドロボット / ロボットシステム
Outline of Final Research Achievements

The purpose of this study is to elucidate the intelligent body technology of context-adaptive service robots that generate supportive behaviors for various individuals and situations. The system consists of a mechanism for long-term experience accumulation in daily life support robots, a task materialization mechanism based on environment-independent situation-level task description and local rationality, adaptive support service task generation based on shared experience and knowledge between different robots and different environments, and service support task goal generation and serving support service experiments based on personal preferences. In this paper, we describe a system configuration method that consists of adaptive support service task generation based on reasoning, service support task goal generation based on personal preferences, and serving support service experiments.

Academic Significance and Societal Importance of the Research Achievements

現在,ロボットの活躍現場は工場から家庭へと展開が期待されているが,そこでは従来型の画一的なサービス支援タスク行動ではなく,その家庭独自のルールや,利用者の個人の嗜好に合わせたタスク行動の生成が必要になる.本研究は,このようなパーソナライズド・ロボットの概念を提案し,その具体的なシステム構成要素について実証的に示し,その有効性を評価している.今後,家庭で利用されるロボットに必要不可欠なシステムプロトタイプを示しており,ロボットと共生する社会の実現に貢献している.

Report

(6 results)
  • 2020 Annual Research Report   Final Research Report ( PDF )
  • 2019 Annual Research Report
  • 2018 Annual Research Report
  • 2017 Annual Research Report
  • 2016 Annual Research Report
  • Research Products

    (40 results)

All 2020 2019 2018 2017 2016

All Journal Article (22 results) (of which Int'l Joint Research: 1 results,  Peer Reviewed: 22 results) Presentation (18 results) (of which Int'l Joint Research: 1 results)

  • [Journal Article] Few-experiential learning system of robotic picking task with selective dual-arm grasping2020

    • Author(s)
      Kitagawa Shingo、Wada Kentaro、Hasegawa Shun、Okada Kei、Inaba Masayuki
    • Journal Title

      Advanced Robotics

      Volume: 34 Issue: 18 Pages: 1171-1189

    • DOI

      10.1080/01691864.2020.1783352

    • Related Report
      2020 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Development and Evaluation of Mixed Reality Co-eating System: Sharing Behavior of Eating Food with a Robot Could Improve Our Dining Experience2020

    • Author(s)
      Ayaka Fujii, Kanae Kochigami, Shingo Kitagawa, Kei Okada, Masayuki Inaba
    • Journal Title

      Proceedings of The 29th IEEE International Conference on Robot & Human Interactive Communication

      Volume: TuT31 Pages: 04-04

    • DOI

      10.1109/ro-man47096.2020.9223518

    • Related Report
      2020 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Learning of Tool Force Adjustment Skills by a Life-sized Humanoid using Deep Reinforcement Learning and Active Teaching Request2020

    • Author(s)
      Kawamura Yoichiro、Murooka Masaki、Hiraoka Naoki、Ito Hideaki、Okada Kei、Inaba Masayuki
    • Journal Title

      2020 IEEE/RSJ International Conference on Intelligent Robots and Systems (IROS)

      Volume: - Pages: 3705-3802

    • DOI

      10.1109/iros45743.2020.9341803

    • Related Report
      2020 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Diabolo Orientation Stabilization by Learning Predictive Model for Unstable Unknown-Dynamics Juggling Manipulation2020

    • Author(s)
      Takayuki Murooka, Kei Okada, Masayuki Inaba
    • Journal Title

      Proceedings of The 2020 IEEE/RSJ International Conference on Intelligent Robots and Systems

      Volume: - Pages: 9174-9181

    • DOI

      10.1109/iros45743.2020.9341775

    • Related Report
      2020 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Acquiring Mechanical Knowledge from 3D Point Clouds2020

    • Author(s)
      Zijia Li, Kei Okada, Masayuki Inaba
    • Journal Title

      Proceedings of The 2020 IEEE/RSJ International Conference on Intelligent Robots and Systems

      Volume: - Pages: 8065-8072

    • DOI

      10.1109/iros45743.2020.9341558

    • Related Report
      2020 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Continuous Modeling of Affordances in a Symbolic Knowledge Base2019

    • Author(s)
      A. K. Bozcuolu, Y. Furuta, K. Okada, M. Beetz and M. Inaba
    • Journal Title

      2019 IEEE/RSJ International Conference on Intelligent Robots and Systems (IROS)

      Volume: 2019 Pages: 5452-5458

    • DOI

      10.1109/iros40897.2019.8968220

    • Related Report
      2019 Annual Research Report
    • Peer Reviewed / Int'l Joint Research
  • [Journal Article] Self-Repair and Self-Extension by Tightening Screws based on Precise Calculation of Screw Pose of Self-Body with CAD Data and Graph Search with Regrasping a Driver2019

    • Author(s)
      Takayuki Murooka, Kei Okada, Masayuki Inaba
    • Journal Title

      Proceedings of the 2019 IEEE-RAS International Conference on Humanoid Robots (Humanoids 2019)

      Volume: 2019 Pages: 79-84

    • DOI

      10.1109/humanoids43949.2019.9035045

    • Related Report
      2019 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Affordance Action Learning with State Trajectory Representation for Robotic Manipulation,2019

    • Author(s)
      Zijia Li, Kei Okada, Masayuki Inaba
    • Journal Title

      Proceedings of the 2019 IEEE-RAS International Conference on Humanoid Robots (Humanoids 2019)

      Volume: 2019 Pages: 638-644

    • DOI

      10.1109/humanoids43949.2019.9035080

    • Related Report
      2019 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Joint Learning of Instance and Semantic Segmentation for Robotic Pick-and-Place with Heavy Occlusions in Clutter2019

    • Author(s)
      Kentaro Wada, Kei Okada, Masayuki Inaba
    • Journal Title

      Proceedings of The 2019 IEEE International Conference on Robotics and Automation

      Volume: 2019 Pages: 9558-9564

    • DOI

      10.1109/icra.2019.8793783

    • Related Report
      2019 Annual Research Report
    • Peer Reviewed
  • [Journal Article] GraspFusion: Realizing Complex Motion by Learning and Fusing Grasp Modalities with Instance Segmentation2019

    • Author(s)
      Shun Hasegawa, Kentaro Wada, Shingo Kitagawa, Yuto Uchimi, Kei Okada, Masayuki Inaba
    • Journal Title

      Proceedings of The 2019 IEEE International Conference on Robotics and Automation

      Volume: 2019 Pages: 7235-7241

    • DOI

      10.1109/icra.2019.8793710

    • Related Report
      2019 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Selective grasp in occluded space by all-around proximity perceptible finger2019

    • Author(s)
      Naoya Yamaguchi, Shun Hasegawa, Masaki Murooka, Kei Okada, Masayuki Inaba
    • Journal Title

      Robotics and Autonomous Systems

      Volume: 127 Pages: 103464-103464

    • DOI

      10.1016/j.robot.2020.103464

    • Related Report
      2019 Annual Research Report
    • Peer Reviewed
  • [Journal Article] An Everyday Robotic System that Maintains Local Rules Using Semantic Map Based on Long-Term Episodic Memory2018

    • Author(s)
      Furuta Yuki、Okada Kei、Kakiuchi Yohei、Inaba Masayuki
    • Journal Title

      Proceedings of The 2018 IEEE/RSJ International Conference on Intelligent Robots and Systems,

      Volume: 2018 Pages: 7641-7647

    • DOI

      10.1109/iros.2018.8594481

    • Related Report
      2018 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Learning-Based Task Failure Prediction for Selective Dual-Arm Manipulation in Warehouse Stowing2018

    • Author(s)
      Shingo Kitagawa, Kentaro Wada, Kei Okada, Masayuki Inaba
    • Journal Title

      Intelligent Autonomous Systems

      Volume: 15 Pages: 428-439

    • DOI

      10.1007/978-3-030-01370-7_34

    • ISBN
      9783030013691, 9783030013707
    • Related Report
      2018 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Detection of Motion Patterns and Transition Conditions for Automatic Flow Diagram Generation of Robotic Task2018

    • Author(s)
      Guilherme de Campos Affonso, Kei Okada, Masayuki Inaba
    • Journal Title

      Intelligent Autonomous Systems 15

      Volume: 2018 Pages: 161-173

    • DOI

      10.1007/978-3-030-01370-7_13

    • ISBN
      9783030013691, 9783030013707
    • Related Report
      2018 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Daily Assistive Robot Uses a Bag for Carrying Objects with Pre-contact Sensing Gripper2018

    • Author(s)
      Naoya Yamaguchi, Shun Hasegawa, Kei Okada, Masayuki Inaba
    • Journal Title

      Intelligent Autonomous Systems 15

      Volume: 2018 Pages: 812-824

    • DOI

      10.1007/978-3-030-01370-7_63

    • ISBN
      9783030013691, 9783030013707
    • Related Report
      2018 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Multi-stage Learning of Selective Dual-arm Grasping Based on Obtaining and Pruning Grasping Points Through the Robot Experience in the Real World2018

    • Author(s)
      Shingo Kitagawa, Kentaro Wada, Shun Hasegawa, Kei Okada, Masayuki Inaba
    • Journal Title

      Proceedings of The 2018 IEEE/RSJ International Conference on Intelligent Robots and Systems

      Volume: 2018 Pages: 6690-6697

    • DOI

      10.1109/iros.2018.8593752

    • Related Report
      2018 Annual Research Report
    • Peer Reviewed
  • [Journal Article] 等身大ヒューマノイドの反復的道具利用による模倣動作の獲得 - HRP-2 による行動単位模倣獲得システム -2017

    • Author(s)
      矢野倉伊織, 小原由羽, 石黒康裕, 室岡雅樹, 野沢峻一, 岡田慧, 稲葉雅幸
    • Journal Title

      第22回ロボティクスシンポジア予稿集

      Volume: 1 Pages: 1710176-1710176

    • Related Report
      2017 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Social Acceptance of Interactive Robots in Japan: Comparison of Children and Adults and Analysis of People's Opinion2017

    • Author(s)
      Kanae Kochigami, Kei Okada, Masayuki Inaba
    • Journal Title

      ompanion of the 2018 ACM/IEEE International Conference on Human-Robot Interaction

      Volume: 1 Pages: 157-158

    • Related Report
      2017 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Behavior Design of a Robot in a Public Place for Enriching Child-Robot Interaction in a Group2017

    • Author(s)
      Kanae Kochigami, Kei Okada, Masayuki Inaba
    • Journal Title

      Companion of the 2018 ACM/IEEE International Conference on Human-Robot Interaction

      Volume: 1 Pages: 155-156

    • Related Report
      2017 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Transformable Semantic Map Based Navigation using Autonomous Deep Learning Object Segmentation2016

    • Author(s)
      Yuki Furuta, Kentaro Wada, Masaki Murooka, Shunichi Nozawa, Yohei Kakiuchi, Kei Okada, Masayuki Inaba
    • Journal Title

      Object Segmentation, in Proceedings of the 2016 IEEE-RAS International Conference on Humanoid Robots (Humanoids 2016)

      Volume: 1 Pages: 614-620

    • Related Report
      2016 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Self-improving Robot Action Management System with Probabilistic Graphical Model based on Task Related Memories2016

    • Author(s)
      Yuki Furuta, Yuto Inagaki, Kei Okada, Masayuki Inaba
    • Journal Title

      Proceedings of the 14th International Conference on Intelligent Autonomous Systems

      Volume: 1 Pages: 811-823

    • Related Report
      2016 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Study on the feasibility and the design to support child care for a child to do chores with an interactive robot Pepper2016

    • Author(s)
      Kanae Kochigami, Yohei Kakiuchi, Kei Okada, Masayuki Inaba
    • Journal Title

      Proceedings of the XXIII IFHE (International Federation for Home Economics) World Congress 2016 (IFHE 2016),

      Volume: 1 Pages: 42-43

    • Related Report
      2016 Annual Research Report
    • Peer Reviewed
  • [Presentation] 未知音に対する見回り動作を利用した状況変化と音の関係性理解に基づく生活支援行動2020

    • Author(s)
      中尾 達也, 東出 泰治, 矢野倉 伊織, 垣内 洋平, 岡田 慧, 稲葉 雅幸
    • Organizer
      日本機械学会ロボティクス・メカトロニクス講演会'20 講演論文集
    • Related Report
      2020 Annual Research Report
  • [Presentation] 調理道具を扱う双腕ロボットによる野菜皮剥き切断操作の認識行動実現システム2020

    • Author(s)
      金沢 直晃, 北川 晋吾, 室岡 貴之, 岡田 慧, 稲葉 雅幸
    • Organizer
      第21回SICEシステムインテグレーション部門講演会講演概要集
    • Related Report
      2020 Annual Research Report
  • [Presentation] ロボットとの共食による食体験の向上を目指した複合現実システムの開発とその評価2020

    • Author(s)
      藤井 綺香, 東風上 奏絵, 北川 晋吾, 岡田 慧, 稲葉 雅幸
    • Organizer
      日本機械学会ロボティクス・メカトロニクス講演会'20 講演論文集
    • Related Report
      2020 Annual Research Report
  • [Presentation] 人間の実演と対話による動作と条件のラベル付けに基づく日常生活タスクの教示が可能なロボットシステム2019

    • Author(s)
      伊藤 秀朗, 室岡 雅樹, 大坪 諭史, 矢野倉 伊織, 岡田 慧, 稲葉 雅幸
    • Organizer
      日本機械学会ロボティクス・メカトロニクス講演会'19
    • Related Report
      2019 Annual Research Report
  • [Presentation] SCRATCH3-ROS - A Scratch3 ROS Client for Rapid Developing and Prototyping of Robot Programming Front-End Interfaces2019

    • Author(s)
      Guilherme de Campos Affonso, Kei Okada, Masayuki Inaba:
    • Organizer
      日本機械学会ロボティクス・メカトロニクス講演会'19
    • Related Report
      2019 Annual Research Report
  • [Presentation] 人の対話指示から家具・家電操作を記憶するロボットシステムの実現2019

    • Author(s)
      矢野倉 伊織, 伊藤 秀朗, 東出 泰治, 岡田 慧, 稲葉 雅幸
    • Organizer
      日本機械学会ロボティクス・メカトロニクス講演会'19
    • Related Report
      2019 Annual Research Report
  • [Presentation] ヒューマノイドによるコンビニ陳列・廃棄タスクにおけるフック吊り下げ商品の認識操作の実現2019

    • Author(s)
      楊 イキ, 東出 泰治, 矢野倉 伊織, 垣内 洋平, 岡田 慧, 稲葉 雅幸
    • Organizer
      日本機械学会ロボティクス・メカトロニクス講演会'19
    • Related Report
      2019 Annual Research Report
  • [Presentation] 物体インスタンスの重なりを考慮した双腕ロボットによる自律学習型ターゲットピッキングシステム2019

    • Author(s)
      北川晋吾, 岡田慧, 稲葉雅幸
    • Organizer
      第33回 人工知能学会全国大会,
    • Related Report
      2019 Annual Research Report
  • [Presentation] 手繋ぎ誘導を通したロボットへの場所教示・移動経験記憶と移動時の周囲の人とのインタラクション評価2019

    • Author(s)
      東風上 奏絵, 北川 晋吾, 岡田 慧, 稲葉 雅幸
    • Organizer
      第20回SICEシステムインテグレーション部門講演会講演概要集
    • Related Report
      2019 Annual Research Report
  • [Presentation] Learning-based Selective Dual-arm Grasping for Warehouse Picking,2018

    • Author(s)
      北川晋吾, 和田健太郎, 岡田慧, 稲葉雅幸
    • Organizer
      第32回 人工知能学会全国大会
    • Related Report
      2018 Annual Research Report
  • [Presentation] Research on Sharing of Robotics Skills2018

    • Author(s)
      デ カンポス アッフォンソ ギリェルメ, 岡田慧, 稲葉雅幸
    • Organizer
      第32回 人工知能学会全国大会
    • Related Report
      2018 Annual Research Report
  • [Presentation] 物体メッシュモデルを用いた学習データ自動生成に基づく透明物体の深度画像予測と家事支援ロボットへの応用2018

    • Author(s)
      内海佑斗, 和田健太郎, 岡田慧, 稲葉雅幸
    • Organizer
      第32回 人工知能学会全国大会
    • Related Report
      2018 Annual Research Report
  • [Presentation] 日常生活支援ロボットにおける長期記憶蓄積に基づく文脈適応行動計画・動作システムを用いた片付けタスクの構成法2018

    • Author(s)
      古田悠貴, 岡田慧, 稲葉雅幸
    • Organizer
      第32回 人工知能学会全国大会,
    • Related Report
      2018 Annual Research Report
  • [Presentation] 人間の動作模倣と環境物体のポテンシャル場を用いたヒューマノイドによる大型柔軟物の対人協調操作の実現2018

    • Author(s)
      伊藤 秀朗, 室岡 雅樹, 矢野倉 伊織, 岡田 慧, 稲葉 雅幸
    • Organizer
      第36回日本ロボット学会学術講演会講演論文集
    • Related Report
      2018 Annual Research Report
  • [Presentation] Bring me manju from the drawer: Task Acquisition Framework under Incompleteness and Ambiguity using Interaction and Semantic Knowledge-enabled Perception2017

    • Author(s)
      Yuki Furuta, Kazuhiro Sasabuchi, Yusuke Niitani, Kotaro Nagahama, Hiroaki Yaguchi, Kei Okada, Masayuki Inaba
    • Organizer
      2017 IEEE/RSJ IROS Workshop Machine Learning Methods for High-Level Cognitive Capabilities in Robotics
    • Related Report
      2017 Annual Research Report
    • Int'l Joint Research
  • [Presentation] 子どもとロボットのふれ合い評価とロボット教育の両立を目指した科学コミュニケーション活動の試み2017

    • Author(s)
      東風上 奏絵, 岡田 慧, 稲葉 雅幸
    • Organizer
      第35回日本ロボット学会学術講演会講演論文集
    • Related Report
      2017 Annual Research Report
  • [Presentation] 生活支援ロボットによる配置方法識別収納システムに関する研究2017

    • Author(s)
      竹田 椋, 二井谷 勇佑, 古田 悠貴, 長濱 虎太郎, 矢口 裕明, 岡田 慧, 稲葉 雅幸
    • Organizer
      第18回SICEシステムインテグレーション部門講演会講演概要集
    • Related Report
      2017 Annual Research Report
  • [Presentation] ヒューマノイドにおけるオンライン型模倣修正に基づく道具利用行為の獲得機構に関する研究2016

    • Author(s)
      矢野倉 伊織, 小原由羽, 室岡 雅樹, 野沢 峻一, 岡田 慧, 稲葉 雅幸
    • Organizer
      第34回日本ロボット学会学術講演会講演論文集
    • Place of Presentation
      山形大学小石川キャンパス
    • Year and Date
      2016-09-07
    • Related Report
      2016 Annual Research Report

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Published: 2016-04-21   Modified: 2022-01-27  

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