Mobile Human Airbag System for Fall Protection Using MEMS Sensors and Embedded SVM Classifier
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...
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Veröffentlicht in: | IEEE sensors journal 2009-05, Vol.9 (5), p.495-503 |
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Sprache: | eng |
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Zusammenfassung: | 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. |
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ISSN: | 1530-437X 1558-1748 |
DOI: | 10.1109/JSEN.2008.2012212 |