JOURNAL ARTICLE

Mobile Human Airbag System for Fall Protection Using MEMS Sensors and Embedded SVM Classifier

Abstract

This paper introduces a mobile human airbag system designed for fall protection for the elderly. A Micro Inertial Measurement Unit ( $\mu$IMU) of 56 mm $\,\times\,$23 mm $\,\times\,$15 mm in size is built. This unit consists of three dimensional MEMS accelerometers, gyroscopes, a Bluetooth module and a Micro Controller Unit (MCU). It records human motion information, and, through the analysis of falls using a high-speed camera, a lateral fall can be determined by gyro threshold. A human motion database that includes falls and other normal motions (walking, running, etc.) is set up. Using a support vector machine (SVM) training process, we can classify falls and other normal motions successfully with a SVM filter. Based on the SVM filter, an embedded digital signal processing (DSP) system is developed for real-time fall detection. In addition, a smart mechanical airbag deployment system is finalized. The response time for the mechanical trigger is 0.133 s, which allows enough time for compressed air to be released before a person falls to the ground. The integrated system is tested and the feasibility of the airbag system for real-time fall protection is demonstrated.

Keywords:
Airbag Inertial measurement unit Accelerometer Gyroscope Support vector machine Artificial intelligence Bluetooth Computer science Embedded system Engineering Simulation Computer hardware Wireless Automotive engineering

Metrics

153
Cited By
5.89
FWCI (Field Weighted Citation Impact)
11
Refs
0.97
Citation Normalized Percentile
Is in top 1%
Is in top 10%

Citation History

Topics

Context-Aware Activity Recognition Systems
Physical Sciences →  Computer Science →  Computer Vision and Pattern Recognition
Non-Invasive Vital Sign Monitoring
Physical Sciences →  Engineering →  Biomedical Engineering
Balance, Gait, and Falls Prevention
Health Sciences →  Health Professions →  Physical Therapy, Sports Therapy and Rehabilitation
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