Title :
Identification of clusters in the fingerprinting method using power measurements
Author :
Algar, Maria Jesus ; Gutierrez, Oscar ; Navarro, Martin Alsina ; Gomez, Jorge Marx ; Saez de Adana, Francisco
Author_Institution :
Dprt. de Cienc. de la Comput., Univ. de Alcala, Alcala de Henares, Spain
Abstract :
Detection method plays important role in applications of high frequencies techniques for locations systems. One of the most popular techniques is the fingerprinting that operates the relationship between signals. It is considered that in each point in the building has a unique fingerprint or received power by the access points. In this work it was made measurements into an office scenario and it was used cluster identification method to define the fingerprints. Two clustering algorithms, k-means and rek-means was implemented in order to compare both methods.
Keywords :
pattern clustering; fingerprinting method; high frequencies techniques; k-means clustering; power measurements; rek-means clustering; Algorithm design and analysis; Clustering algorithms; Clustering methods; Conferences; Fingerprint recognition; Laboratories; Power measurement; Localization; clustering; k-means algorithm;
Conference_Titel :
Antenna Technology: "Small Antennas, Novel EM Structures and Materials, and Applications" (iWAT), 2014 International Workshop on
Conference_Location :
Sydney, NSW
Print_ISBN :
978-1-4799-2331-1
DOI :
10.1109/IWAT.2014.6958687