標題: HEAD MOTION RECOGNITION USING A SMART HELMET FOR MOTORCYCLE RIDERS
作者: Wong, K. I.
Chen, Yi-Chung
Lee, Tzu-Chang
Wang, Sheng-Min
運輸與物流管理系 註:原交通所+運管所
Department of Transportation and Logistics Management
關鍵字: Tracking;Activity classification;Head motion;IMUs;Motorcycle;Smart helmet;Wearable sensors
公開日期: 1-一月-2019
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%.
URI: http://hdl.handle.net/11536/154278
ISBN: 978-1-7281-2816-0
ISSN: 2160-133X
期刊: PROCEEDINGS OF 2019 INTERNATIONAL CONFERENCE ON MACHINE LEARNING AND CYBERNETICS (ICMLC)
起始頁: 307
結束頁: 313
顯示於類別:會議論文