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Wear-I: A Multi-Wearable Organic System for Smarter Individual Services

Research Project

Project/Area Number 18K11408
Research Category

Grant-in-Aid for Scientific Research (C)

Allocation TypeMulti-year Fund
Section一般
Review Section Basic Section 61020:Human interface and interaction-related
Research InstitutionHosei University

Principal Investigator

Ma Jianhua  法政大学, 情報科学部, 教授 (70295426)

Co-Investigator(Kenkyū-buntansha) Huang Runhe  法政大学, 情報科学部, 教授 (00254102)
Project Period (FY) 2018-04-01 – 2024-03-31
Project Status Completed (Fiscal Year 2023)
Budget Amount *help
¥4,030,000 (Direct Cost: ¥3,100,000、Indirect Cost: ¥930,000)
Fiscal Year 2020: ¥1,170,000 (Direct Cost: ¥900,000、Indirect Cost: ¥270,000)
Fiscal Year 2019: ¥1,560,000 (Direct Cost: ¥1,200,000、Indirect Cost: ¥360,000)
Fiscal Year 2018: ¥1,300,000 (Direct Cost: ¥1,000,000、Indirect Cost: ¥300,000)
KeywordsWearable / Activity / Emotion / Physiology / Recognition / Human / Dog / Modeling / Attribute / Personality / Platform / organic / smart / service
Outline of Final Research Achievements

This research has been targeted mainly at using multi sensors for more flexible and reliable services referring to the usage mechanism of human sensing organs. We have developed an integrated organic platform, which can dynamically and simultaneously manage various kinds of sensing devices, such as IMU, EEG, ECG, EOG, GSR, respiration and pressure, via wired and wireless communications. The sensed data from wearables have been applied for studying various wearable applications covering both activity recognition and emotion recognition. Our research has been extended from human subjects to pets like dogs. The major research achievements have been published in 11 journal papers and 18 conference papers.

Academic Significance and Societal Importance of the Research Achievements

本研究は、人が感覚器官や運動器官を使用するように、マルチウェアラブルデバイスを有機的に使用および管理する最初のシステムです。開発されたウェアラブルプラットフォームは、さまざまな種類と数のウェアラブルデバイスを管理できる拡張性を示しました。マルチセンサーと機械学習を使用することで、行動、感情、および生理学的状態の認識性能が向上しました。このような有機システムは、ヒューマン・コンピュータ・インタラクション(HCI)におけるより優れたウェアラブルアプリケーション、より効果的な仕事や教育、子供や高齢者およびペットのヘルスケアなどにおいて重要な役割を果たすと期待されます。

Report

(7 results)
  • 2023 Annual Research Report   Final Research Report ( PDF )
  • 2022 Research-status Report
  • 2021 Research-status Report
  • 2020 Research-status Report
  • 2019 Research-status Report
  • 2018 Research-status Report
  • Research Products

    (34 results)

All 2024 2023 2022 2021 2020 2019 2018

All Journal Article (14 results) (of which Int'l Joint Research: 10 results,  Peer Reviewed: 14 results,  Open Access: 2 results) Presentation (20 results) (of which Int'l Joint Research: 17 results,  Invited: 1 results)

  • [Journal Article] Spatial-Temporal Federated Transfer Learning with multi-sensor data fusion for cooperative positioning2024

    • Author(s)
      Zhou Xiaokang、Yang Qiuyue、Liu Qiang、Liang Wei、Wang Kevin、Liu Zhi、Ma Jianhua、Jin Qun
    • Journal Title

      Information Fusion

      Volume: 105 Pages: 102182-102182

    • DOI

      10.1016/j.inffus.2023.102182

    • Related Report
      2023 Annual Research Report
    • Peer Reviewed / Int'l Joint Research
  • [Journal Article] A short-term residential load forecasting scheme based on the multiple correlation-temporal graph neural networks2023

    • Author(s)
      Wang Yufeng、Rui Lingxiao、Ma Jianhua、jin Qun
    • Journal Title

      Applied Soft Computing

      Volume: 146 Pages: 110629-110629

    • DOI

      10.1016/j.asoc.2023.110629

    • Related Report
      2023 Annual Research Report
    • Peer Reviewed / Int'l Joint Research
  • [Journal Article] Edge-Enabled Two-Stage Scheduling Based on Deep Reinforcement Learning for Internet of Everything2023

    • Author(s)
      Zhou Xiaokang、Liang Wei、Yan Ke、Li Weimin、Wang Kevin I-Kai、Ma Jianhua、Jin Qun
    • Journal Title

      IEEE Internet of Things Journal

      Volume: 10 Issue: 4 Pages: 3295-3304

    • DOI

      10.1109/jiot.2022.3179231

    • Related Report
      2022 Research-status Report
    • Peer Reviewed / Int'l Joint Research
  • [Journal Article] 2D Federated Learning for Personalized Human Activity Recognition in Cyber-Physical-Social Systems2022

    • Author(s)
      Zhou Xiaokang、Liang Wei、Ma Jianhua、Yan Zheng、Wang Kevin I-Kai
    • Journal Title

      IEEE Transactions on Network Science and Engineering

      Volume: 9 Issue: 6 Pages: 3934-3944

    • DOI

      10.1109/tnse.2022.3144699

    • Related Report
      2022 Research-status Report
    • Peer Reviewed / Int'l Joint Research
  • [Journal Article] Urban Hierarchical Open-up Schemes Based on Fine Regional Epidemic Data for the Lockdown in COVID-192021

    • Author(s)
      Hu Ruimin、Wang Xiaochen、Ma Jianhua、Pan Hao、Xu Danni、Wu Junhang
    • Journal Title

      Big Data Research

      Volume: 25 Pages: 100243-100243

    • DOI

      10.1016/j.bdr.2021.100243

    • Related Report
      2021 Research-status Report
    • Peer Reviewed / Open Access / Int'l Joint Research
  • [Journal Article] Toward Anomaly Behavior Detection as an Edge Network Service Using a Dual-Task Interactive Guided Neural Network2021

    • Author(s)
      Guo Kehua、Hu Bin、Ma Jianhua、Ren Sheng、Tao Ze、Zhang Jian
    • Journal Title

      IEEE Internet of Things Journal

      Volume: 8 Issue: 16 Pages: 12623-12637

    • DOI

      10.1109/jiot.2020.3015987

    • Related Report
      2021 Research-status Report
    • Peer Reviewed / Int'l Joint Research
  • [Journal Article] Siamese Neural Network Based Few-Shot Learning for Anomaly Detection in Industrial Cyber-Physical Systems2021

    • Author(s)
      Zhou Xiaokang、Liang Wei、Shimizu Shohei、Ma Jianhua、Jin Qun
    • Journal Title

      IEEE Transactions on Industrial Informatics

      Volume: 17 Issue: 8 Pages: 5790-5798

    • DOI

      10.1109/tii.2020.3047675

    • Related Report
      2021 Research-status Report
    • Peer Reviewed / Int'l Joint Research
  • [Journal Article] Personality-Aware Product Recommendation System Based on User Interests Mining and Metapath Discovery2021

    • Author(s)
      Dhelim Sahraoui、Ning Huansheng、Aung Nyothiri、Huang Runhe、Ma Jianhua
    • Journal Title

      IEEE Transactions on Computational Social Systems

      Volume: 8 Issue: 1 Pages: 86-98

    • DOI

      10.1109/tcss.2020.3037040

    • Related Report
      2020 Research-status Report
    • Peer Reviewed / Int'l Joint Research
  • [Journal Article] PSDRNN: An Efficient and Effective HAR Scheme Based on Feature Extraction and Deep Learning2020

    • Author(s)
      Xiao Li, Yufeng Wang, Bo Zhang, Jianhua Ma
    • Journal Title

      IEEE Trans. Ind. Informatics

      Volume: 16 Issue: 10 Pages: 6703-6713

    • DOI

      10.1109/tii.2020.2968920

    • Related Report
      2020 Research-status Report
    • Peer Reviewed / Int'l Joint Research
  • [Journal Article] A personal character model of affect, behavior and cognition for individual-like research2020

    • Author(s)
      Ao Guo, Jianhua Ma, Guanqun Sun, Shunxiang Tan
    • Journal Title

      Computers and Electrical Engineering

      Volume: 81 Pages: 106544-106544

    • DOI

      10.1016/j.compeleceng.2019.106544

    • Related Report
      2019 Research-status Report
    • Peer Reviewed
  • [Journal Article] From affect, behavior, and cognition to personality: an integrated personal character model for individual-like intelligent artifacts2020

    • Author(s)
      Ao Guo, Jianhua Ma, Shunxiang Tan, Guanqun Sun
    • Journal Title

      World Wide Web

      Volume: 23 Issue: 2 Pages: 1217-1239

    • DOI

      10.1007/s11280-019-00713-w

    • Related Report
      2019 Research-status Report
    • Peer Reviewed
  • [Journal Article] DNN-DP: Differential Privacy Enabled Deep Neural Network Learning Framework for Sensitive Crowdsourcing Data2019

    • Author(s)
      Yufeng Wang, Min Gu, Jianhua Ma, Qun Jin
    • Journal Title

      IEEE Transactions on Computational Social Systems

      Volume: 7 Issue: 1 Pages: 215-224

    • DOI

      10.1109/tcss.2019.2950017

    • Related Report
      2019 Research-status Report
    • Peer Reviewed / Int'l Joint Research
  • [Journal Article] Associative Memory and Recall Model with KID Model for Human Activity Recognition2019

    • Author(s)
      Runhe Huang, Peter Kimani Mungai, Jianhua Ma, Kevin I-Kai Wang
    • Journal Title

      Future Generation Computer Systems

      Volume: 92 Pages: 312-323

    • DOI

      10.1016/j.future.2018.09.007

    • Related Report
      2018 Research-status Report
    • Peer Reviewed
  • [Journal Article] Archetype-Based Modeling of Persona for Comprehensive Personality Computing from Personal Big Data2018

    • Author(s)
      Guo Ao、Ma Jianhua
    • Journal Title

      Sensors

      Volume: 18 Issue: 3 Pages: 684-684

    • DOI

      10.3390/s18030684

    • Related Report
      2018 Research-status Report
    • Peer Reviewed / Open Access
  • [Presentation] IMU-Based Reliable Vital Signs Monitoring From Human to Dog2023

    • Author(s)
      Rina Amano, Walid Brahim, Jianhua Ma
    • Organizer
      The 16th IEEE International Conference on Internet of Things (iThings)
    • Related Report
      2023 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Multilevel Classification of Drowsiness States using ECG with Optimized Convolutional Neural Network2023

    • Author(s)
      Kentaro Taki, Jianhua Ma, Ao Guo, Muxin Ma, Alex Qi
    • Organizer
      The 16th IEEE Cyber, Physical and Social Computing (CPSCom)
    • Related Report
      2023 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Recognition of Psychological Stress Levels Using Wearable Biosensors2023

    • Author(s)
      Miho Miyawaki, Walid Brahim, Yosuke Iida, Jianhua Ma
    • Organizer
      The 9th International Symposium on Affective Science and Engineering
    • Related Report
      2022 Research-status Report
    • Int'l Joint Research
  • [Presentation] An Integrated Platform for Synchronous and Auto-Tagged Data Collection From Diverse Sensors2022

    • Author(s)
      Walid Brahim, Jianhua Ma, Muxin Ma, Alex Qi, Yunlong Luo, Yihong Qi
    • Organizer
      The 19th IEEE International Conference on Ubiquitous Intelligence and Computing
    • Related Report
      2022 Research-status Report
    • Int'l Joint Research
  • [Presentation] Recognition and Change Point Detection of Dogs' Activities of Daily Living Using Wearable Devices2021

    • Author(s)
      Rina Amano, Jianhua Ma
    • Organizer
      IEEE DASC/PiCom/CBDCom/CyberSciTech
    • Related Report
      2021 Research-status Report
    • Int'l Joint Research
  • [Presentation] Recent Advances in Radar-Based Sleep Monitoring - A Review2021

    • Author(s)
      Brahim Walid, Jianhua Ma, Muxin Ma, Alex Qi, Yunlong Luo, Yihong Qi
    • Organizer
      IEEE DASC/PiCom/CBDCom/CyberSciTech
    • Related Report
      2021 Research-status Report
    • Int'l Joint Research
  • [Presentation] ウェアラブルデバイスから得た慣性データを用いた性別・身長・体重分類2021

    • Author(s)
      河野恵実, 馬建華
    • Organizer
      情報処理学会第83回全国大会
    • Related Report
      2020 Research-status Report
  • [Presentation] Multi-Scenario Fusion for More Accurate Classifications of Personal Characteristics2020

    • Author(s)
      Ao Guo, Hongyu Jiang, Jianhua Ma
    • Organizer
      IEEE DASC/PiCom/CBDCom/CyberSciTech 2020
    • Related Report
      2020 Research-status Report
    • Int'l Joint Research
  • [Presentation] Genre-based Emoji Usage Analysis and Prediction in Video Comments2020

    • Author(s)
      Hongyu Jiang, Ao Guo, Jianhua Ma
    • Organizer
      IEEE DASC/PiCom/CBDCom/CyberSciTech 2020
    • Related Report
      2020 Research-status Report
    • Int'l Joint Research
  • [Presentation] Automatic Prediction and Insertion of Multiple Emojis in Social Media Text2020

    • Author(s)
      Hongyu Jiang, Ao Guo, Jianhua Ma
    • Organizer
      IEEE iThings/GreenCom/CPSCom/SmartData/Cybermatics 2020
    • Related Report
      2020 Research-status Report
    • Int'l Joint Research
  • [Presentation] Hierarchical Recognition of Human Activity Using Multiple Wearable Devices2020

    • Author(s)
      Naoya Kinoshita, Jianhua Ma
    • Organizer
      情報処理学会第82回全国大会
    • Related Report
      2019 Research-status Report
  • [Presentation] Human Activity Recognition by Integrating Inertial and Contextual Data from Multiple Wearable Devices2020

    • Author(s)
      Kensuke Nakano, Jianhua Ma
    • Organizer
      情報処理学会第82回全国大会
    • Related Report
      2019 Research-status Report
  • [Presentation] From Personal Big Data to Personal Life Assistance2019

    • Author(s)
      Jianhua Ma
    • Organizer
      The 9th International Workshop on Assistive Engineering and Information Technology
    • Related Report
      2019 Research-status Report
    • Int'l Joint Research / Invited
  • [Presentation] Personal Trait Analysis Using Word2vec Based on User-Generated Text2019

    • Author(s)
      Jianhua Ma
    • Organizer
      IEEE International Conference on Ubiquitous Intelligence and Computing
    • Related Report
      2019 Research-status Report
    • Int'l Joint Research
  • [Presentation] Towards Integrative Personal Character Modeling Using Multi-strategy Fusion Across Scenarios and Periods2019

    • Author(s)
      Ao Guo
    • Organizer
      IEEE Cyber Science and Technology Congress
    • Related Report
      2019 Research-status Report
    • Int'l Joint Research
  • [Presentation] Integrated Modeling of Personal Character Using Personal Big Data2019

    • Author(s)
      Jianhua Ma
    • Organizer
      IEEE International Conference on Cyber Physical and Social Computing
    • Related Report
      2019 Research-status Report
    • Int'l Joint Research
  • [Presentation] Personal Affective Trait Computing Using Multiple Data Sources2019

    • Author(s)
      Jianhua Ma
    • Organizer
      IEEE International Conference on Cyber Physical and Social Computing
    • Related Report
      2019 Research-status Report
    • Int'l Joint Research
  • [Presentation] Wear-I: A Multi-Wearable Organic System for Smarter Individual Services2018

    • Author(s)
      Jianhua Ma
    • Organizer
      IEEE Conference on Internet of People
    • Related Report
      2018 Research-status Report
    • Int'l Joint Research
  • [Presentation] Correlation Analyses Between Personality Traits and Personal Behaviors Under Specific Emotion States Using Physiological Data from Wearable Devices2018

    • Author(s)
      Ruiying Cai, Ao Guo, Jianhua Ma, Runhe Huang, Ruiyun Yu, Chen Yang
    • Organizer
      IEEE Cyber Science and Technology Congress
    • Related Report
      2018 Research-status Report
    • Int'l Joint Research
  • [Presentation] From User Models to the Cyber-I Model: Approaches, Progresses and Issues2018

    • Author(s)
      Ao Guo, Jianhua Ma, Kevin I-Kai Wang
    • Organizer
      IEEE Cyber Science and Technology Congress
    • Related Report
      2018 Research-status Report
    • Int'l Joint Research

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Published: 2018-04-23   Modified: 2025-01-30  

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