Strong Pseudorandom Bit Sequence Generators Using Neural Network Techniques and Their Evaluation for Secure Communications

Author(s):  
D.A. Karras ◽  
V. Zorkadis
1998 ◽  
Vol 08 (11) ◽  
pp. 2225-2237 ◽  
Author(s):  
Ana Guedes de Oliveira ◽  
Antonia J. Jones

In this paper we propose a method to synchronize chaotic maps by feedback control. This approach is particularly attractive, if it can be made to work on a wide variety of chaotic systems, because it requires very little computational overhead and so is extremely easy to implement in fast hardware. In general the control feedback used here makes use of a diagonal matrix with experimentally determined components. However, for this particular application, synchronization is achieved by using only one element of the feedback matrix. To demonstrate the method we first apply it to the Hénon map and study the local stability properties. We next apply the method to a neural network approximation of the Ikeda system and show that two identical copies of this network approximations of a given chaotic system has potentially interesting applications in secure communications. In the final section we demonstrate how message can be encoded, transmitted and decoded using the Ikeda neural network in combination with the feedback control method.


2008 ◽  
Vol 18 (02) ◽  
pp. 157-164 ◽  
Author(s):  
V. SRINIVASA CHAKRAVARTHY ◽  
NEELIMA GUPTE ◽  
S. YOGESH ◽  
ATUL SALHOTRA

Synchronization of chaotic low-dimensional systems has been a topic of much recent research. Such systems have found applications for secure communications. In this work we show how synchronization can be achieved in a high-dimensional chaotic neural network. The network used in our studies is an extension of the Hopfield Network, known as the Complex Hopfield Network (CHN). The CHN, also an associative memory, has both fixed point and limit cycle or oscillatory behavior. In the oscillatory mode, the network wanders chaotically from one stored pattern to another. We show how a pair of identical high-dimensional CHNs can be synchronized by communicating only a subset of state vector components. The synchronizability of such a system is characterized through simulations.


2000 ◽  
Vol 25 (4) ◽  
pp. 325-325
Author(s):  
J.L.N. Roodenburg ◽  
H.J. Van Staveren ◽  
N.L.P. Van Veen ◽  
O.C. Speelman ◽  
J.M. Nauta ◽  
...  

2004 ◽  
Vol 171 (4S) ◽  
pp. 502-503
Author(s):  
Mohamed A. Gomha ◽  
Khaled Z. Sheir ◽  
Saeed Showky ◽  
Khaled Madbouly ◽  
Emad Elsobky ◽  
...  

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