Title :
Wireless body area network for physical-activity classification and fall detection
Author :
Chan, Hsiao-Lung ; Chao, Pei-Kuang ; Chen, Yu-Chuan ; Kao, Wei-Jay
Author_Institution :
Dept. of Electr. Eng., Chang Gung Univ., Taoyuan
Abstract :
A body area network constructed by a low-power microcontroller- (MSP430F149) and 2.4-GHz RF transceiver-(nRF24L01) is proposed to record body accelerations from multiple sites. The wireless setups reduce the inconvenience for free-moving due to the line connection between sensors and the central data processing recorder. The body area network was demonstrated useful in our experiments, while the subjects performed a series of scripted physical activity, free-moving, simulated falls and postural changes. In this system, a secure digital memory card was used to store measured acceleration signals in the central unit. The recorded data were processed to classify physical activity of the carrier by a multi-layer fuzzy clustering in a personal computer. Falls were detected by analyzing the changing magnitude of tri-axial accelerations. The proposed system can be applied to measure daily physical activity and detect falls in free-moving patients and the elderly.
Keywords :
acceleration measurement; biomedical equipment; body area networks; medical signal detection; medical signal processing; microcontrollers; transceivers; wireless sensor networks; MSP430F149; RF transceiver; body accelerations; central data processing recorder; fall detection; low-power microcontroller; multilayer fuzzy clustering; nRF24L01; physical activity classification; secure digital memory card; tri-axial acceleration; wireless body area network; Acceleration; Accelerometers; Body area networks; Body sensor networks; Communication system security; Computational modeling; Data processing; Microcomputers; Radio frequency; Wireless sensor networks;
Conference_Titel :
Medical Devices and Biosensors, 2008. ISSS-MDBS 2008. 5th International Summer School and Symposium on
Conference_Location :
Hong Kong
Print_ISBN :
978-1-4244-2252-4
Electronic_ISBN :
978-1-4244-2253-1
DOI :
10.1109/ISSMDBS.2008.4575042