DocumentCode :
2810722
Title :
Experiments in Data Management for Wireless Sensor Networks
Author :
Davcev, Danco ; Kulakov, Andrea ; Gancev, Stojanco
Author_Institution :
Fac. of Electr. Eng. & Inf. Technol., Univ. of Ss. Cyril & Methodius, Skopje
fYear :
2008
fDate :
25-31 Aug. 2008
Firstpage :
191
Lastpage :
195
Abstract :
In this paper we present our experimental results in data management for wireless sensor networks when an adapted Fuzzy ART model of neural networks is applied. Our system provides high dimension reduction and transfer savings, sending only classified identification number instead of whole sample. The system implementation is based on MicaZ sensor motes and adapted Fuzzy ART model. It was applied in real-time environments and presents an efficient tool for monitoring and visualization of sensor data. Testing, debugging, data robustness and other implementation issues are also discussed.
Keywords :
data visualisation; fuzzy neural nets; telecommunication computing; telecommunication network management; wireless sensor networks; MicaZ sensor; data management; fuzzy ART model; high dimension reduction; neural networks; wireless sensor networks; Data visualization; Debugging; Fuzzy neural networks; Fuzzy systems; Monitoring; Neural networks; Sensor systems; Subspace constraints; Testing; Wireless sensor networks; data robustness; experimental results; neural-networks; real time visualization; unsupervised pattern learning; wireless sensor networks;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Sensor Technologies and Applications, 2008. SENSORCOMM '08. Second International Conference on
Conference_Location :
Cap Esterel
Print_ISBN :
978-0-7695-3330-8
Electronic_ISBN :
978-0-7695-3330-8
Type :
conf
DOI :
10.1109/SENSORCOMM.2008.18
Filename :
4622661
Link To Document :
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