Random Walk Based Location Prediction in Wireless Sensor Networks
Joint Authors
Jin, Zhaoyan
Yan, Huining
Shi, Dianxi
Wu, Quanyuan
Source
International Journal of Distributed Sensor Networks
Issue
Vol. 2013, Issue - (31 Dec. 2013), pp.1-9, 9 p.
Publisher
Hindawi Publishing Corporation
Publication Date
2013-12-11
Country of Publication
Egypt
No. of Pages
9
Main Subjects
Telecommunications Engineering
Information Technology and Computer Science
Abstract EN
With the development of wireless sensor network (WSN) technologies, WSNs have been applied in many areas.
In all WSN technologies, localization is a crucial problem.
Traditional localization approaches in WSNs mainly focus on calculating the current location of sensor nodes or mobile objects.
In this paper, we study the problem of future location prediction in WSNs.
We assume the location histories of mobile objects as a rating matrix and then use a random walk based social recommender algorithm to predict the future locations of mobile objects.
Experiments show that the proposed algorithm has better prediction accuracy and can solve the rating matrix sparsity problem more effectively than related works.
American Psychological Association (APA)
Jin, Zhaoyan& Shi, Dianxi& Wu, Quanyuan& Yan, Huining. 2013. Random Walk Based Location Prediction in Wireless Sensor Networks. International Journal of Distributed Sensor Networks،Vol. 2013, no. -, pp.1-9.
https://search.emarefa.net/detail/BIM-490881
Modern Language Association (MLA)
Jin, Zhaoyan…[et al.]. Random Walk Based Location Prediction in Wireless Sensor Networks. International Journal of Distributed Sensor Networks Vol. 2013, pp.1-9.
https://search.emarefa.net/detail/BIM-490881
American Medical Association (AMA)
Jin, Zhaoyan& Shi, Dianxi& Wu, Quanyuan& Yan, Huining. Random Walk Based Location Prediction in Wireless Sensor Networks. International Journal of Distributed Sensor Networks. 2013. Vol. 2013, no. -, pp.1-9.
https://search.emarefa.net/detail/BIM-490881
Data Type
Journal Articles
Language
English
Notes
Includes bibliographical references
Record ID
BIM-490881