DocumentCode :
1208785
Title :
Mobile Human Airbag System for Fall Protection Using MEMS Sensors and Embedded SVM Classifier
Author :
Shi, Guangyi ; Chan, Cheung Shing ; Li, Wen Jung ; Leung, Kwok-Sui ; Zou, Yuexian ; Jin, Yufeng
Author_Institution :
Shenzhen Grad. Sch., Peking Univ., Shenzhen
Volume :
9
Issue :
5
fYear :
2009
fDate :
5/1/2009 12:00:00 AM
Firstpage :
495
Lastpage :
503
Abstract :
This paper introduces a mobile human airbag system designed for fall protection for the elderly. A Micro Inertial Measurement Unit ( muIMU) 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 :
accelerometers; cameras; computerised instrumentation; gyroscopes; handicapped aids; microsensors; motion measurement; signal processing; support vector machines; Bluetooth module; MEMS sensors; SVM filter; embedded SVM classifier; embedded digital signal processing system; fall detection; fall protection; gyroscopes; high-speed camera; human motion database; microcontroller unit; microinertial measurement unit; mobile human airbag system; smart mechanical airbag deployment system; support vector machine; three dimensional MEMS accelerometers; training process; Digital signal processing; Filters; Humans; Micromechanical devices; Protection; Real time systems; Senior citizens; Sensor systems; Support vector machine classification; Support vector machines; $mu$ inertial measurement unit ($mu$ IMU); Digital signal processing (DSP); human motion sensing; microelectromechanical systems (MEMS); mobile airbags; support vector machine (SVM);
fLanguage :
English
Journal_Title :
Sensors Journal, IEEE
Publisher :
ieee
ISSN :
1530-437X
Type :
jour
DOI :
10.1109/JSEN.2008.2012212
Filename :
4806274
Link To Document :
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