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2023 年度 実績報告書

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

研究課題

研究課題/領域番号 18K11408
研究機関法政大学

研究代表者

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

研究分担者 Huang Runhe  法政大学, 情報科学部, 教授 (00254102)
研究期間 (年度) 2018-04-01 – 2024-03-31
キーワードWearable / Recognition / Activity / Emotion
研究実績の概要

Our research in 2023 fiscal year was focused mainly on the following aspects. First, we continued using wearable IMUs to estimate vital signs including respiratory rate and heart rate for both human and dog. Second, physiological data (EEG, ECG and GSR) collected from wearables were used for recognition of various emotional states including arousal, valence and drowsiness. Deep learning models of CNN and LSTM were utilized for emotion. Third, we further enhanced the open wearable platform that enables more types of wearables such as EEG and EOG to be integrated into the platform, and effectively manages these devices with a GUI control and visualization panel. Our research achievements were published in IEEE conferences (iThing 2023 and CPSCom 2023) as well as international journals.

  • 研究成果

    (4件)

すべて 2024 2023

すべて 雑誌論文 (2件) (うち国際共著 2件、 査読あり 2件) 学会発表 (2件) (うち国際学会 2件)

  • [雑誌論文] Spatial-Temporal Federated Transfer Learning with multi-sensor data fusion for cooperative positioning2024

    • 著者名/発表者名
      Zhou Xiaokang、Yang Qiuyue、Liu Qiang、Liang Wei、Wang Kevin、Liu Zhi、Ma Jianhua、Jin Qun
    • 雑誌名

      Information Fusion

      巻: 105 ページ: 102182~102182

    • DOI

      10.1016/j.inffus.2023.102182

    • 査読あり / 国際共著
  • [雑誌論文] A short-term residential load forecasting scheme based on the multiple correlation-temporal graph neural networks2023

    • 著者名/発表者名
      Wang Yufeng、Rui Lingxiao、Ma Jianhua、jin Qun
    • 雑誌名

      Applied Soft Computing

      巻: 146 ページ: 110629~110629

    • DOI

      10.1016/j.asoc.2023.110629

    • 査読あり / 国際共著
  • [学会発表] IMU-Based Reliable Vital Signs Monitoring From Human to Dog2023

    • 著者名/発表者名
      Rina Amano, Walid Brahim, Jianhua Ma
    • 学会等名
      The 16th IEEE International Conference on Internet of Things (iThings)
    • 国際学会
  • [学会発表] Multilevel Classification of Drowsiness States using ECG with Optimized Convolutional Neural Network2023

    • 著者名/発表者名
      Kentaro Taki, Jianhua Ma, Ao Guo, Muxin Ma, Alex Qi
    • 学会等名
      The 16th IEEE Cyber, Physical and Social Computing (CPSCom)
    • 国際学会

URL: 

公開日: 2024-12-25  

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