DocumentCode :
1984069
Title :
Design of Elderly Tumble Detection System Based on Fuzzy Algorithm
Author :
Ping Wang ; Yangyang Zhang ; Yang Hong ; Lei Dong
Author_Institution :
Key Lab. of Network Control & Intell. Instrum. Minist. of Educ., Chongqing Univ. of posts & Telecommun., Chongqing, China
Volume :
2
fYear :
2013
fDate :
28-29 Oct. 2013
Firstpage :
169
Lastpage :
172
Abstract :
The design is based on fuzzy control algorithm, which is an elderly tumble detection system using three-axis acceleration sensor as the detector of the elderly tumble detection condition. Based on human acceleration measured by the three-axis acceleration sensor, and the posture change when the aging fell, and acceleration and angle that followed as the foundation, the adaptive neural network is adopted as a membership function to fuzzy correct the threshold of acceleration SVM that have judged. And then we can have a good solution to the judgment of non-qualitative standard problem concerning the tumble, improving the accuracy and reliability of the monitoring. This system mainly includes six modules: the core control module, three axis acceleration sensor module, GPS module, a wireless communication module, alarm module and key input module, and can achieve the function of tumble detection, positioning and remote wireless alarm.
Keywords :
Global Positioning System; acceleration measurement; alarm systems; assisted living; computerised instrumentation; fuzzy control; fuzzy reasoning; geriatrics; neural nets; personal area networks; sensors; GPS module; acceleration SVM threshold; adaptive neural network; core control module; elderly tumble detection system design; fuzzy control algorithm; human acceleration measurement; key input module; membership function; monitoring accuracy improvement; monitoring reliability improvement; nonqualitative standard problem; positioning; posture change; remote wireless alarm module; signal magnitude vector; three-axis acceleration sensor module; wireless communication module; Acceleration; Adaptive systems; Algorithm design and analysis; Senior citizens; Support vector machines; Training; Wireless communication; Adaptive fuzzy neural network; Three-axis acceleration sensor; Tumble detection;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Computational Intelligence and Design (ISCID), 2013 Sixth International Symposium on
Conference_Location :
Hangzhou
Type :
conf
DOI :
10.1109/ISCID.2013.156
Filename :
6804855
Link To Document :
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