DocumentCode
3705630
Title
A Kriging algorithm for location fingerprinting based on received signal strength
Author
Chao Liu;Aroland Kiring;Naveed Salman;Lyudmila Mihaylova;Inaki Esnaola
Author_Institution
Department of Automatic Control and Systems Engineering, University of Sheffield, UK
fYear
2015
fDate
10/1/2015 12:00:00 AM
Firstpage
1
Lastpage
6
Abstract
Received signal strength (RSS) based location fingerprinting is a powerful wireless positioning technique. It estimates the target location by consulting a preliminary database and searching for the best matched RSS fingerprints. The construction and maintenance of a sufficient fingerprint database could be laborious and problematic. This paper proposes a new approach that utilizes the Kriging spatial interpolation algorithm to build complete fingerprint databases from sparsely collected measurements. The interpolation performance is analyzed over various extents of sparsity and number of measurements. The constructed fingerprint databases are utilized to locate a static target and the localization performances are analyzed. It is shown that the Kriging algorithm can be used to build RSS fingerprint databases of good accuracy based on sparsely collected measurements.
Keywords
"Interpolation","Loss measurement","Mathematical model","Spatial databases","Computational modeling","Wireless communication"
Publisher
ieee
Conference_Titel
Sensor Data Fusion: Trends, Solutions, Applications (SDF), 2015
Type
conf
DOI
10.1109/SDF.2015.7347695
Filename
7347695
Link To Document