DocumentCode
259515
Title
Smartphone-Based Walking Speed Estimation for Stroke Mitigation
Author
Cox, Jeffrey ; Yu Cao ; Guanling Chen ; Jianbiao He ; Degui Xiao
Author_Institution
Dept. of Comput. Sci. & Eng., Univ. of Tennessee at Chattanooga, Chattanooga, TN, USA
fYear
2014
fDate
10-12 Dec. 2014
Firstpage
328
Lastpage
332
Abstract
Each year, 15 million people suffer stroke worldwide. Among them, 5 million die and another 5 million are permanently disabled. Stroke recovery is a lifelong process. Clinical research have shown that gait velocity (a.k.a, walking speed) is a very powerful indicator of function and prognosis after stroke. In this paper, we focus on developing new algorithms to estimate the walking speed using pervasive devices, such as smartphone. While there are existing techniques to measure walking speed using inertial sensors, very little research has specifically involved smartphone, due to some unique challenges caused by pervasive devices, such as placement of the sensor and sensor drifting. We propose new practical algorithms based on high pass filter, integration of accelerator´s reminder, and feedback loop. We evaluate our proposed approach with real world data and present a through analysis on the results. The experimental results have indicated that proposed approach is a promising practical approach for gait speed estimation.
Keywords
accelerometers; biomedical equipment; biomedical measurement; gait analysis; high-pass filters; medical computing; mobile computing; sensors; smart phones; velocity measurement; accelerator; feedback loop; gait velocity; high pass filter; inertial sensors; pervasive devices; smartphone-based walking speed estimation; stroke mitigation; stroke recovery; walking speed measurement; Acceleration; Accelerometers; Estimation; Gravity; Legged locomotion; Portable media players; Sensors; data analytics; multimedia computing; pervasive computing; smart phone; stroke mitigation;
fLanguage
English
Publisher
ieee
Conference_Titel
Multimedia (ISM), 2014 IEEE International Symposium on
Conference_Location
Taichung
Print_ISBN
978-1-4799-4312-8
Type
conf
DOI
10.1109/ISM.2014.71
Filename
7033046
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