Head Motion Recognition Using a Smart Helmet for Motorcycle Riders

K. I. Wong, Yi Chung Chen, Tzu Chang Lee, Sheng Min Wang

研究成果: Conference contribution

4 引文 斯高帕斯(Scopus)

摘要

This paper presents a head motion detection and recognition study using a smart helmet for motorcycle rider which can potential be used for the analysis of behavior of motorcycle riders. The smart helmet is a full face motorcycle helmet integrated with an intelligent system embedded an Inertial Measurement Unit (IMU) sensor. In the analysis, the motions and the corresponding signals are assessed with the video footage with a data acquisition and visualization platform. We introduce a feature extraction methodology to extract the most discriminant features from the signal data, and the head motion recognition problem is formulated as a machine-learning based classification model. Experiment results show that gyroscope sensor data is more useful than accelerometer sensor data for head motion recognition and the classification accuracy for different head motions ranges from 95.9% to 99.1%.

原文English
主出版物標題Proceedings of 2019 International Conference on Machine Learning and Cybernetics, ICMLC 2019
發行者IEEE Computer Society
ISBN(電子)9781728128160
DOIs
出版狀態Published - 2019 七月
事件18th International Conference on Machine Learning and Cybernetics, ICMLC 2019 - Kobe, Japan
持續時間: 2019 七月 72019 七月 10

出版系列

名字Proceedings - International Conference on Machine Learning and Cybernetics
2019-July
ISSN(列印)2160-133X
ISSN(電子)2160-1348

Conference

Conference18th International Conference on Machine Learning and Cybernetics, ICMLC 2019
國家/地區Japan
城市Kobe
期間19-07-0719-07-10

All Science Journal Classification (ASJC) codes

  • 人工智慧
  • 計算機理論與數學
  • 電腦網路與通信
  • 人機介面

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