Human Moving Pattern Recognition toward Channel Number Reduction Based on Multipressure Sensor Network
Joint Authors
Peng, Zhaoqin
Cao, Chun
Huang, Jiaoying
Pan, Wentao
Source
International Journal of Distributed Sensor Networks
Issue
Vol. 2013, Issue - (31 Dec. 2013), pp.1-10, 10 p.
Publisher
Hindawi Publishing Corporation
Publication Date
2013-11-12
Country of Publication
Egypt
No. of Pages
10
Main Subjects
Telecommunications Engineering
Information Technology and Computer Science
Abstract EN
A pair of sensing shoes for measuring foot pressure was developed.
This system aims at recognizing human movement in unlimited environments.
The multipressure sensor network of seven sensors on one insole was set up.
Analysis for discriminating the user’s movements from foot pressure distribution was carried out, considering the movements of standing, walking, going upstairs, and going downstairs.
These actions were discriminated using characteristics extracted from the data of sensors.
The classifier based on SVM showed highly accurate movement recognition.
Specifically, to improve the classification performance, PCA based dimensionality reduction and channel reduction based data fusion were introduced.
Experimental outcomes verified the testing speed of the classification function which was improved without affecting the accuracy rate.
The results confirmed that this discriminant analysis can be employed for automatically recognizing human moving pattern based on foot pressure signal.
American Psychological Association (APA)
Peng, Zhaoqin& Cao, Chun& Huang, Jiaoying& Pan, Wentao. 2013. Human Moving Pattern Recognition toward Channel Number Reduction Based on Multipressure Sensor Network. International Journal of Distributed Sensor Networks،Vol. 2013, no. -, pp.1-10.
https://search.emarefa.net/detail/BIM-477456
Modern Language Association (MLA)
Peng, Zhaoqin…[et al.]. Human Moving Pattern Recognition toward Channel Number Reduction Based on Multipressure Sensor Network. International Journal of Distributed Sensor Networks Vol. 2013, pp.1-10.
https://search.emarefa.net/detail/BIM-477456
American Medical Association (AMA)
Peng, Zhaoqin& Cao, Chun& Huang, Jiaoying& Pan, Wentao. Human Moving Pattern Recognition toward Channel Number Reduction Based on Multipressure Sensor Network. International Journal of Distributed Sensor Networks. 2013. Vol. 2013, no. -, pp.1-10.
https://search.emarefa.net/detail/BIM-477456
Data Type
Journal Articles
Language
English
Notes
Includes bibliographical references
Record ID
BIM-477456