DocumentCode :
2401104
Title :
Multilayer perceptron based secure media access control protocol for wireless sensor networks
Author :
Rao, P. Sankara ; Varma, K.V.S.R.P. ; Satapati, Ravik Anth ; Vamsidhar, E.
Author_Institution :
Dept. of CSE, GITAM Univ., Visakhapatnam, India
fYear :
2010
fDate :
28-29 Dec. 2010
Firstpage :
1
Lastpage :
5
Abstract :
This paper discusses an application of multilayer Perceptron in wireless sensor network security. The wireless sensor network (WSN) is a network of distributed autonomous devices that supervise physical or environmental conditions corporately. The multilayer perceptron (MLP) based media access control protocol (MAC) to secure CSMA-based wireless sensor networks against denial-of-service attacks launched by adversaries. The MLP boost security of a WSN by consistently monitoring the parameter that reveals unusual variation in case of an attack the MLP alerts the MAC layer and the physical layer of the sensor mode when the suspicion factor, the output of the MLP exceeds a preset threshold level. Back propagation and Radial Basis Function Network (RBFN) algorithms are used for training the MLP. Simulation results show that the MLP helps in extending the life time of the WSN.
Keywords :
authorisation; backpropagation; carrier sense multiple access; computer network security; multilayer perceptrons; radial basis function networks; wireless sensor networks; CSMA-based wireless sensor network; MLP boost security; backpropagation; denial-of-service attack; distributed autonomous devices; multilayer perceptron; radial basis function network algorithm; secure media access control protocol; Ad hoc networks; Computer crime; Monitoring; Routing; Routing protocols; Wireless sensor networks; DoS Attacks; MAC; MLP; RBFNN; WSN;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Computational Intelligence and Computing Research (ICCIC), 2010 IEEE International Conference on
Conference_Location :
Coimbatore
Print_ISBN :
978-1-4244-5965-0
Electronic_ISBN :
978-1-4244-5967-4
Type :
conf
DOI :
10.1109/ICCIC.2010.5705769
Filename :
5705769
Link To Document :
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