Title :
Location fingerprint technique using Fuzzy C-Means clustering algorithm for indoor localization
Author :
Suroso, Dwi Joko ; Cherntanomwong, Panarat ; Sooraksa, Pitikhate ; Takada, Jun-ichi
Author_Institution :
Int. Coll., KMITL, Bangkok, Thailand
Abstract :
The recent researches in localization technique have been supported by the emerging of wireless sensor network (WSN) technology. The issues of power and time consumption have become the main research topics in WSN-based localization technique. ZigBee as IEEE 802.15.4 is commonly used as supporting device because of its advantages for low-power, small and smart sensor nodes. This paper proposes the new technique in radio frequency (RF) fingerprint technique-based localization using Fuzzy C-Means (FCM) clustering algorithm. This technique provides an efficient localization system that gives benefit in the time-efficient and low power consumption. In this paper, received signal strength indicator (RSSI) is used as the fingerprint information which indicates the location of sensor nodes. The different amount of the reference nodes is applied. The effectiveness of this method is verified by an indoor experiment. The estimated location results from different sets of reference nodes are compared. The time consumption in experiment is compared with those using the common fingerprint technique.
Keywords :
Zigbee; fuzzy set theory; pattern clustering; wireless sensor networks; IEEE 802.15.4; WSN-based localization technique; ZigBee; fuzzy c-means clustering algorithm; indoor localization; power consumption; radio frequency fingerprint technique-based localization; sensor nodes; signal strength indicator; time consumption; wireless sensor network technology; Accuracy; Clustering algorithms; Databases; Fingerprint recognition; Testing; Vectors; Wireless sensor networks; RSSI; fingerprint technique; fuzzy c-means; localization; wireless sensor network;
Conference_Titel :
TENCON 2011 - 2011 IEEE Region 10 Conference
Conference_Location :
Bali
Print_ISBN :
978-1-4577-0256-3
DOI :
10.1109/TENCON.2011.6129069