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Brain-Cloud Based Stroke Rehabilitation Assistance System

Research Project

Project/Area Number 19K12123
Research Category

Grant-in-Aid for Scientific Research (C)

Allocation TypeMulti-year Fund
Section一般
Review Section Basic Section 61030:Intelligent informatics-related
Research InstitutionMaebashi Institute of Technology

Principal Investigator

Zhong Ning  前橋工科大学, 工学部, 教授 (70284263)

Co-Investigator(Kenkyū-buntansha) 朱 赤  前橋工科大学, 工学部, 教授 (20345482)
今村 一之  前橋工科大学, 工学部, 学長 (30203326)
大島 宗哲  育英短期大学, その他部局等, 准教授(移行) (80554162)
Project Period (FY) 2019-04-01 – 2022-03-31
Project Status Completed (Fiscal Year 2021)
Budget Amount *help
¥4,290,000 (Direct Cost: ¥3,300,000、Indirect Cost: ¥990,000)
Fiscal Year 2021: ¥1,300,000 (Direct Cost: ¥1,000,000、Indirect Cost: ¥300,000)
Fiscal Year 2020: ¥1,430,000 (Direct Cost: ¥1,100,000、Indirect Cost: ¥330,000)
Fiscal Year 2019: ¥1,560,000 (Direct Cost: ¥1,200,000、Indirect Cost: ¥360,000)
Keywords脳情報学 / ブレインクラウド / データブレイン / サービスとしてのロボット / ネバーエンド学習 / リハビリテーション / 脳卒中リハビリ / 補助システム
Outline of Research at the Start

脳卒中のリハビリテーションは、リハビリ期間が長い、介護コストが高い、回復過程における定量的評価方法が無いなどの問題点がある。本研究では、データマイニングやオントロジー、ロボット技術を融合したもので、脳卒中リハビリに向けてのデータ収集から知識化までを自動的に行い、支援を補助するサービスを提供する。また、リハビリテーションを支援するウェアラブルデバイス、商業化ロボット、協力開発した全方向移動補助ロボットなどをサービス端末とし、個人のデータを絶えず収集することで、サービスの個別化、回復期リハビリの程度や機能回復の経過を定量的に評価する。

Outline of Final Research Achievements

In this research, we proposed a neurorehabilitation solution based on an intelligent service robot system, and constructed a cloud platform, namely "Brain-Cloud", to support rehabilitation for the purpose of recovery of cranial nerves. This system is a fusion of data mining, knowledge management and robot technologies. It automatically collects and analyzes various physiological and cognitive data for stroke rehabilitation, and provides a personalized service model by quantitatively evaluating the degree of recovery period rehabilitation and the progress of functional recovery. The physiological and cognitive function recovery program assists in rehabilitation that combines impaired brain function recovery and motor function training.

Academic Significance and Societal Importance of the Research Achievements

人工知能時代における客観的・精確な脳卒中リハビリ補助の基盤を構築し、身体疾患と精神疾患のための知能化リハビリ補助システムのプロトタイプを開発した。本研究では階層化された「知識-情報-データ」アーキテクチャに基づいて、思考空間としての閉ループを構築し、人間のように機能するネバーエンド学習を行い、革新的な脳ビッグデータコンピューティング方法を提供し、AIの新たな可能性を示した。これにより、脳卒中の介護コストの削減だけではなく、リハビリテーションの大規模展開や効率的なリハビリテーションの提供が可能となる。

Report

(4 results)
  • 2021 Annual Research Report   Final Research Report ( PDF )
  • 2020 Research-status Report
  • 2019 Research-status Report
  • Research Products

    (27 results)

All 2022 2021 2020 2019

All Journal Article (12 results) (of which Int'l Joint Research: 11 results,  Peer Reviewed: 12 results,  Open Access: 5 results) Presentation (11 results) (of which Int'l Joint Research: 9 results,  Invited: 5 results) Book (4 results)

  • [Journal Article] Web Intelligence meets Brain Informatics: Towards the future of artificial intelligence in the connected world2022

    • Author(s)
      Kuai Hongzhi、Tao Xiaohui、Zhong Ning
    • Journal Title

      World Wide Web

      Volume: 25 Issue: 3 Pages: 1223-1241

    • DOI

      10.1007/s11280-022-01030-5

    • Related Report
      2021 Annual Research Report
    • Peer Reviewed / Int'l Joint Research
  • [Journal Article] MCGNet+: an improved motor imagery classification based on cosine similarity2022

    • Author(s)
      Li Yan、Zhong Ning、Taniar David、Zhang Haolan
    • Journal Title

      Brain Informatics

      Volume: 9 Issue: 1

    • DOI

      10.1186/s40708-021-00151-3

    • Related Report
      2021 Annual Research Report
    • Peer Reviewed / Open Access / Int'l Joint Research
  • [Journal Article] Multi-source brain computing with systematic fusion for smart health2021

    • Author(s)
      H. Kuai, N. Zhong, J. Chen, Y. Yang, X. Zhang, P. Liang, K. Imamura, L. Ma, H. Wnag
    • Journal Title

      Information Fusion

      Volume: 75 Pages: 150-167

    • DOI

      10.1016/j.inffus.2021.03.009

    • Related Report
      2021 Annual Research Report
    • Peer Reviewed / Int'l Joint Research
  • [Journal Article] Using back-and-forth translation to create artificial augmented textual data for sentiment analysis models2021

    • Author(s)
      Body Thomas、Tao Xiaohui、Li Yuefeng、Li Lin、Zhong Ning
    • Journal Title

      Expert Systems with Applications

      Volume: 178 Pages: 115033-115033

    • DOI

      10.1016/j.eswa.2021.115033

    • Related Report
      2021 Annual Research Report
    • Peer Reviewed / Int'l Joint Research
  • [Journal Article] The extensible Data-Brain model: Architecture, applications and directions2020

    • Author(s)
      Kuai Hongzhi、Zhong Ning
    • Journal Title

      Journal of Computational Science

      Volume: 46 Pages: 101103-101103

    • DOI

      10.1016/j.jocs.2020.101103

    • Related Report
      2020 Research-status Report
    • Peer Reviewed / Open Access
  • [Journal Article] Wisdom as a Service for Mental Health Care2020

    • Author(s)
      Chen Jianhui、Wang Ningning、Deng Yue、Zhong Han、Han Jian、Li Youjun、Wan Zhijiang、Kotake Taihei、Wang Dongsheng、Zhong Ning
    • Journal Title

      IEEE Transactions on Cloud Computing

      Volume: 8 Issue: 2 Pages: 539-552

    • DOI

      10.1109/tcc.2015.2464820

    • Related Report
      2020 Research-status Report
    • Peer Reviewed / Int'l Joint Research
  • [Journal Article] HybridEEGNet: A Convolutional Neural Network for EEG Feature Learning and Depression Discrimination2020

    • Author(s)
      Z. Wan, J. Huang, H. Zhang, H. Zhou, J. Yang, Ning Zhong
    • Journal Title

      IEEE Access

      Volume: 8 Pages: 30332-30342

    • DOI

      10.1109/access.2020.2971656

    • Related Report
      2019 Research-status Report
    • Peer Reviewed / Open Access / Int'l Joint Research
  • [Journal Article] THINKING-LOOP: The Semantic Vector Driven Closed-Loop Model for Brain Computing2020

    • Author(s)
      H. Kuai, X. Zhang, Y. Yang, J. Chen, B. Shi, Ning Zhong
    • Journal Title

      IEEE Access

      Volume: 8 Pages: 4273-4288

    • DOI

      10.1109/access.2019.2963070

    • Related Report
      2019 Research-status Report
    • Peer Reviewed / Open Access / Int'l Joint Research
  • [Journal Article] Single-Channel EEG-Based Machine Learning Method for Prescreening Major Depressive Disorder2019

    • Author(s)
      Z. Wan, H. Zhang, J. Huang, H. Zhou, J. Yang, Ning Zhong
    • Journal Title

      International Journal of Information Technology & Decision Making

      Volume: 18 Issue: 05 Pages: 1579-1603

    • DOI

      10.1142/s0219622019500342

    • Related Report
      2019 Research-status Report
    • Peer Reviewed / Int'l Joint Research
  • [Journal Article] High-Order Functional Connectivity Network for Differential Diagnosis of Depression2019

    • Author(s)
      J. Yang, X. Mao, N. Liu, Ning Zhong
    • Journal Title

      Journal of Medical Imaging and Health Informatics

      Volume: 9 Issue: 6 Pages: 1095-1102

    • DOI

      10.1166/jmihi.2019.2699

    • Related Report
      2019 Research-status Report
    • Peer Reviewed / Int'l Joint Research
  • [Journal Article] Analyzing Emotional Oscillatory Brain Network for Valence and Arousal-Based Emotion Recognition Using EEG Data2019

    • Author(s)
      J. Yan, H. Kuai, J. Chen, Ning Zhong
    • Journal Title

      International Journal of Information Technology & Decision Making

      Volume: 18 Issue: 04 Pages: 1359-1378

    • DOI

      10.1142/s0219622019500238

    • Related Report
      2019 Research-status Report
    • Peer Reviewed / Int'l Joint Research
  • [Journal Article] TeraVR Empowers Precise Reconstruction of Complete 3-D Neuronal Morphology in the Whole Brain2019

    • Author(s)
      Y. Wang, Q. Li, L. Liu, Z. Zhou, Y. Wang, L. Kong, Ning Zhong, R. Chai, X. Luo, Y. Guo, M. Hawrylycz, Q. Luo, Z. Gu, W. Xie, H. Zeng, H. Peng
    • Journal Title

      Nature Communications

      Volume: 10 Pages: 1-35

    • DOI

      10.1101/621011

    • Related Report
      2019 Research-status Report
    • Peer Reviewed / Open Access / Int'l Joint Research
  • [Presentation] Web Intelligence meets Brain Informatics2021

    • Author(s)
      Ning Zhong
    • Organizer
      ISAIMS 2021 - 2nd International Symposium on Artificial Intelligence for Medicine Sciences
    • Related Report
      2021 Annual Research Report
    • Int'l Joint Research / Invited
  • [Presentation] Exploring the Brain Information Processing Mechanisms from Functional Connectivity to Translational Applications2021

    • Author(s)
      Hongzhi Kuai, Jianhui Chen, Xiaohui Tao, Kazuyuki Imamura, Peipeng Liang, Ning Zhong
    • Organizer
      The 14th International Conference on Brain Informatics (BI 2021)
    • Related Report
      2021 Annual Research Report
    • Int'l Joint Research
  • [Presentation] An Image-Enhanced Topic Modeling Method for Neuroimaging Literature2021

    • Author(s)
      Lianfang Ma, Jianhui Chen, Ning Zhong
    • Organizer
      The 14th International Conference on Brain Informatics (BI 2021)
    • Related Report
      2021 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Analyzing Neural Correlations Between Numerical Induction and Letter Induction Based on Data-Brain Driven Integration Evidence2021

    • Author(s)
      Lianfang Ma, Jianhui Chen, Ning Zhong
    • Organizer
      WI-IAT 2021 : The 20th IEEE/WIC/ACM International Joint Conference on Web Intelligence and Intelligent Agent Technology
    • Related Report
      2021 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Brain Informatics meets Web Intelligence2020

    • Author(s)
      Zhong Ning
    • Organizer
      2020 International Conference on Trends in Computational and Cognitive Engineering (TCCE 2020)
    • Related Report
      2020 Research-status Report
    • Int'l Joint Research / Invited
  • [Presentation] 「WIC知能健康技術による知能健康産業の開拓」 ―知能社会の健康・医療・福祉のモデルを目指して―2020

    • Author(s)
      鍾 寧
    • Organizer
      前橋工科大学令和2年度 公開講座・専門講座
    • Related Report
      2020 Research-status Report
  • [Presentation] Study on the Integration of Network Intelligence and Brain Informatics2020

    • Author(s)
      Zhong Ning
    • Organizer
      Brain Science and Artificial Intelligence Forum at The Global Artificial Intelligence Technology Conference 2020 (GAITC 2020)
    • Related Report
      2020 Research-status Report
    • Int'l Joint Research / Invited
  • [Presentation] W2T Supports the Four Ps Medicine in the Connected World2019

    • Author(s)
      Ning Zhong, X. Tao
    • Organizer
      International Workshop on Brain Health Big Data and Brain-Machine Intelligence in the Four Ps Medicine of 5G Era
    • Related Report
      2019 Research-status Report
    • Int'l Joint Research
  • [Presentation] Web Intelligence (WI) = Artificial Intelligence (AI) in the Connected World2019

    • Author(s)
      Ning Zhong, J. Liu
    • Organizer
      IEEE/WIC/ACM International Conference on Web Intelligence 2019
    • Related Report
      2019 Research-status Report
    • Int'l Joint Research
  • [Presentation] Connecting Network and Brain with Big Data2019

    • Author(s)
      Ning Zhong
    • Organizer
      Forum on the Development of Brain Science and Artificial Intelligence
    • Related Report
      2019 Research-status Report
    • Int'l Joint Research / Invited
  • [Presentation] ヘルスビッグデータ産業イノベーション2019

    • Author(s)
      鍾 寧
    • Organizer
      第15回群馬産学官金連携推進会議 パネルディスカッション 「ビッグデータを用いた課題解決」
    • Related Report
      2019 Research-status Report
    • Invited
  • [Book] Brain Informatics - 14th International Conference2021

    • Author(s)
      Mufti Mahmud, M. Shamim Kaiser, Stefano Vassanelli, Qionghai Dai, Ning Zhong
    • Total Pages
      567
    • Publisher
      Springer
    • ISBN
      9783030869922
    • Related Report
      2021 Annual Research Report
  • [Book] Applied Intelligence and Informatics - First International Conference2021

    • Author(s)
      Mufti Mahmud, M. Shamim Kaiser, Nikola K. Kasabov, Khan Iftekharuddin, Ning Zhong
    • Total Pages
      402
    • Publisher
      Springer
    • ISBN
      9783030822682
    • Related Report
      2021 Annual Research Report
  • [Book] Brain Informatics - 13th International Conference, BI 2020, Padua, Italy, September 19, 2020, Proceedings2020

    • Author(s)
      Mahmud Mufti、Vassanelli Stefano、Kaiser M. Shamim、Zhong Ning
    • Total Pages
      378
    • Publisher
      Springer Nature
    • ISBN
      9783030592776
    • Related Report
      2020 Research-status Report
  • [Book] Functional Brain Mapping: Methods and Aims2020

    • Author(s)
      Tsytsarev Vassiliy、Yamamoto Vicky、Zhong Ning
    • Total Pages
      201
    • Publisher
      Springer Nature
    • ISBN
      9789811568831
    • Related Report
      2020 Research-status Report

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Published: 2019-04-18   Modified: 2023-01-30  

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