DocumentCode :
118487
Title :
Development of a novel classification and calculation algorithm for physical activity monitoring and its application
Author :
Arnin, J. ; Anopas, D. ; Triponyuwasin, P. ; Yamsa-ard, T. ; Wongsawat, Y.
Author_Institution :
Dept. of Biomed. Eng., Mahidol Univ., Nakornpathom, Thailand
fYear :
2014
fDate :
9-12 Dec. 2014
Firstpage :
1
Lastpage :
4
Abstract :
Exercise is a good alternative approach to be healthy. However, it can cause a body in negative outcome for people who over workout without proper manner. Therefore, the objective of this project is to develop an activity tracker called "Feelfit" that has a high accuracy to measure levels of activity (with 5 intensities of exercises). Besides, challenging and motivating the exercise via feedback of detailed information such as burned calorie, activity percentage, and so on are proposed. An accelerometer, high accuracy tri-axial accelerometer (MMA8452Q), sends a value of acceleration in 3 axes acquired from body movement and then be processed and calculated physical activity behavior on a low-power microcontroller. This project has proposed a novel algorithm of physical activity classification and calories burned calculation. The algorithms were examined the accurateness by 10 healthy subjects (5 males and 5 females) aged 15-25 years old. The proposed algorithms were also compared with a commercial activity monitoring device; the accuracy of calories burned calculation is more than 80% and more than 90% for activity classification.
Keywords :
accelerometers; health care; patient monitoring; pattern classification; Feelfit; MMA8452Q; activity tracker; body movement; burned calories; calculated physical activity behavior; calculation algorithm; high accuracy tri-axial accelerometer; low power microcontroller; negative outcome; physical activity classification monitoring device; Abstracts; Acceleration; Accelerometers; Accuracy; Classification algorithms; Decision support systems; Testing;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Asia-Pacific Signal and Information Processing Association, 2014 Annual Summit and Conference (APSIPA)
Conference_Location :
Siem Reap
Type :
conf
DOI :
10.1109/APSIPA.2014.7041798
Filename :
7041798
Link To Document :
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