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

2023 Fiscal Year Annual Research Report

• Project/Area Number: 18K11408
• Research Institution: Hosei University
• Principal Investigator: Jianhua Ma 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
• Keywords: Wearable / Recognition / Activity / Emotion

Outline of Annual Research Achievements

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.

Research Products

• [Journal Article] Spatial-Temporal Federated Transfer Learning with multi-sensor data fusion for cooperative positioning (2024)
  • 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
  • Peer Reviewed / Int'l Joint Research
• [Journal Article] A short-term residential load forecasting scheme based on the multiple correlation-temporal graph neural networks (2023)
  • 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
  • Peer Reviewed / Int'l Joint Research
• [Presentation] IMU-Based Reliable Vital Signs Monitoring From Human to Dog (2023)
  • Author(s): Rina Amano, Walid Brahim, Jianhua Ma
  • Organizer: The 16th IEEE International Conference on Internet of Things (iThings)
  • Int'l Joint Research
• [Presentation] Multilevel Classification of Drowsiness States using ECG with Optimized Convolutional Neural Network (2023)
  • Author(s): Kentaro Taki, Jianhua Ma, Ao Guo, Muxin Ma, Alex Qi
  • Organizer: The 16th IEEE Cyber, Physical and Social Computing (CPSCom)
  • Int'l Joint Research