Title :
Analysis of Radial Basis Function network for localization framework in Wireless Sensor Networks
Author :
Payal, Ashish ; Rai, C.S. ; Reddy, B.V.R.
Author_Institution :
Sch. of Inf. & Commun. Technol., GGS Indraprastha Univ., New Delhi, India
Abstract :
Wireless Sensor Networks (WSNs) are nowadays extensively preferred for collecting data in the field of disaster management, military operations, habitat monitoring, medical monitoring, and environment monitoring. The location of the sensor which is sending this data is very important for developing efficient routing algorithms, energy efficient communication protocols, and other Quality of services (QoS). Localization is the process by which the sensor motes in the network can identify their own location in the overall network. In this paper, we analyse Radial Basis Function (RBF) Network for developing localization framework in WSNs. RBF based localization framework is to be analysed for faster speed of convergence and low cost of computation. We present analysis of RBF through probabilistic neural network and generalized regression neural network in this paper. The proposed method can be used for designing cost-effective localization framework.
Keywords :
emergency management; neural nets; probability; protocols; quality of service; radial basis function networks; telecommunication network routing; telecommunication power management; wireless sensor networks; QoS; RBF network; WSN; disaster management; energy efficient communication protocols; environment monitoring; habitat monitoring; localization framework; medical monitoring; military operations; probabilistic neural network; quality of services; radial basis function network; regression neural network; routing algorithms; wireless sensor networks; Biological neural networks; Estimation; Probabilistic logic; Radial basis function networks; Robot sensing systems; Wireless sensor networks; Localization; Probabilistic Neural Network; Regression neural network; Wireless sensor networks; radial basis network;
Conference_Titel :
Confluence The Next Generation Information Technology Summit (Confluence), 2014 5th International Conference -
Conference_Location :
Noida
Print_ISBN :
978-1-4799-4237-4
DOI :
10.1109/CONFLUENCE.2014.6949349