DocumentCode :
2671090
Title :
Towards a human airbag system using /spl mu/IMU with SVM training for falling-motion recognition
Author :
Luo, Yilun ; Shi, Guangyi ; Lam, Josh ; Zhang, Guanglie ; Li, Wen J. ; Leong, Philip H W ; Lui, P.P.Y. ; Leung, Kwok-Sui
Author_Institution :
Centre for Micro & Nano Syst., Chinese Univ. of Hong Kong, Shatin
fYear :
0
fDate :
0-0 0
Firstpage :
634
Lastpage :
639
Abstract :
A micro inertial measurement unit (muIMU) which is based on MEMS accelerometers and gyro sensors is developed for real-time recognition of human body motions, specifically falling-down motions caused by slippage. A muIMU measures three-dimensional angular rates and accelerations. With an integrated microcontroller, the overall size of our muIMU is less than 26 mm*20 mm*20 mm. We present our progress on using this muIMU based on support vector machine (SVM) training to recognize falling-motions. The digital sample rate of the micro controller is 200 Hz which ensures rapid reaction to short falling time and also gives a sufficient data information for SVM recognition. Experimental results show that our system can achieve a lateral falling-motion recognition rate of 100% using selected eigenvector sets generated from 200 experimental sets. Our goal is to implement this system to a human airbag system designed to protect hip fractures of the elderly
Keywords :
accelerometers; angular measurement; handicapped aids; microcontrollers; micromechanical devices; motion measurement; support vector machines; 200 Hz; MEMS accelerometers; SVM training; falling-motion recognition; gyro sensors; human airbag system; micro inertial measurement unit; microcontroller; support vector machine; Acceleration; Accelerometers; Hip; Humans; Measurement units; Microcontrollers; Micromechanical devices; Protection; Senior citizens; Support vector machines;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Robotics and Biomimetics (ROBIO). 2005 IEEE International Conference on
Conference_Location :
Shatin
Print_ISBN :
0-7803-9315-5
Type :
conf
DOI :
10.1109/ROBIO.2005.246342
Filename :
1708820
Link To Document :
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