Probabilistic Algorithm based on Fuzzy Clustering for Indoor Location in Fingerprinting Positioning Method
Journal Title: International Journal of Advanced Computer Science & Applications - Year 2015, Vol 6, Issue 8
Abstract
Recently, the location of the fingerprint positioning technology is obviously superior to the signal transmission loss model based on the positioning technology, and is widely concerned by scholars. In the online phase, due to the efficiency of the probabilistic distribution matching computation is low and when clustering the position fingerprint database, hard clustering lead to degrading the positioning accuracy, a probabilistic algorithm based on fuzzy clustering is proposed and applied to the indoor location fingerprinting positioning. Compared with hard clustering fusion algorithm, the proposed method has realized the fuzzy partition of the database, makes online positioning phase can effectively search the desired fingerprint data, and improve the positioning accuracy. Experiments show that the algorithm can effectively deal with the problem of the positioning accuracy of hard clustering.
Authors and Affiliations
Bo Dong, Fei Wu, Jian Xing, Yan Zou
Keywords
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- EP ID EP111644
- DOI 10.14569/IJACSA.2015.060821
- Views 104
- Downloads 0
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