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2015 | OriginalPaper | Chapter

KSOFM Network Based Neural Key Generation for Wireless Communication

Authors : Madhumita Sengupta, J. K. Mandal, Arindam Sarkar, Tamal Bhattacharjee

Published in: Proceedings of the 3rd International Conference on Frontiers of Intelligent Computing: Theory and Applications (FICTA) 2014

Publisher: Springer International Publishing

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In this paper a single layer perceptron (KSOFM Network) based neural key generation for encryption/decryption for wireless communication has been proposed. Identical KSOFM network has been used in both sender and receiver side and the final output weight has been used as a secret key for encryption and decryption. The final output matrix of the KSOFM network is taken and the minimum value neuron in the matrix is considered as the secret key. Depending upon the input and output neuron, different keys has been generated for each session which helps to form secret session key. In sender side the plain text is encrypted with the secret key to form the cipher text done by the EX-OR operation between the secret key and the plain text. Receiver will use the same secret key to decrypt the cipher text to plane text. The secret key is not sent via any medium so it minimizes the man-in-the-middle attack. Moreover various tests are performed in terms of chi-square test, which shows comparable results with the said proposed system.

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Metadata
Title
KSOFM Network Based Neural Key Generation for Wireless Communication
Authors
Madhumita Sengupta
J. K. Mandal
Arindam Sarkar
Tamal Bhattacharjee
Copyright Year
2015
DOI
https://doi.org/10.1007/978-3-319-12012-6_23

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