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
Related Articles
- EP ID EP111644
- DOI 10.14569/IJACSA.2015.060821
- Views 106
- Downloads 0
A New Approach for Improvement Security against DoS Attacks in Vehicular Ad-hoc Network
Vehicular Ad-Hoc Networks (VANET) are a proper subset of mobile wireless networks, where nodes are revulsive, the vehicles are armed with special electronic devices on the motherboard OBU (On Board Unit) which enables th...
Bio-inspired Think-and-Share Optimization for Big Data Provenance in Wireless Sensor Networks
Big data systems are being increasingly adopted by the enterprises exploiting big data applications to manage data-driven process, practices, and systems in an enterprise wide context. Specifically, big data systems and...
Analyzing Interaction Flow Modeling Language in Web Development Lifecycle
Two years ago, the Object Management Group (OMG) adopted a new standard method named Interaction Flow Modeling Language (IFML) for web engineering domain. IFML is designed to express the content, user interaction, and co...
On the Parallel Design and Analysis for 3-D ADI Telegraph Problem with MPI
In this paper we describe the 3-D Telegraph Equation (3-DTEL) with the use of Alternating Direction Implicit (ADI) method on Geranium Cadcam Cluster (GCC) with Message Passing Interface (MPI) parallel software. The algor...
Improve Query Performance On Hierarchical Data. Adjacency List Model Vs. Nested Set Model
Hierarchical data are found in a variety of database applications, including content management categories, forums, business organization charts, and product categories. In this paper, we will examine two models deal wit...