Recurrent Neural Network with Backstepping controller based Fractional-Order Chaotic System based Solution for Secure Communication and Image Encryption

Synchronisation of Fractional-order Non-linear systems can be used by incorporating additional security attributes. In this work, a Recurrent Neural network with Backstepping controller is designed used for synchronizing two identical non-linear fractional-order chaotic systems in master-slave configuration. The controller is split into two parts. One is designed at the sender's end and the other at receiver section to obtain synchronisation between Master and Slave systems. Also, two signals are transmitted in which one has message signal embedded in it and the other is a complicated combination of master states which is used for synchronisation purpose at the receiver end so that information signal can be recovered. A complex key set is designed with system parameters, fractional orders, initial conditions, so that no intruder can decode the message signal and receiver system should also know the keyset. The efficacy of the proposed scheme is demonstrated with the help of results presented in the end.

Authors

Institutions

Publication Details

Published
2024-12-17
DOI
https://doi.org/10.1109/icicnis64247.2024.10823231
Primary Topic
Chaos-based Image/Signal Encryption
Type
article
Field-Weighted Citation Impact
0.00
Controls
|||
ALL TIME
JAN
FEB
MAR
APR
MAY
JUN
JUL
AUG
SEP
OCT
article

Recurrent Neural Network with Backstepping controller based Fractional-Order Chaotic System based Solution for Secure Communication and Image Encryption

A. Narmada, Anuj Jain, Manoj Shukla
Chaos-based Image/Signal Encryption
article

Recurrent Neural Network with Backstepping controller based Fractional-Order Chaotic System based Solution for Secure Communication and Image Encryption

A. Narmada, Anuj Jain, Manoj Shukla
article en

Abstract

Synchronisation of Fractional-order Non-linear systems can be used by incorporating additional security attributes. In this work, a Recurrent Neural network with Backstepping controller is designed used for synchronizing two identical non-linear fractional-order chaotic systems in master-slave configuration. The controller is split into two parts. One is designed at the sender's end and the other at receiver section to obtain synchronisation between Master and Slave systems. Also, two signals are transmitted in which one has message signal embedded in it and the other is a complicated combination of master states which is used for synchronisation purpose at the receiver end so that information signal can be recovered. A complex key set is designed with system parameters, fractional orders, initial conditions, so that no intruder can decode the message signal and receiver system should also know the keyset. The efficacy of the proposed scheme is demonstrated with the help of results presented in the end.

Lovely Professional University (IN), Symbiosis International University (IN)
Openalex Percentile: Top 75%
Chaos-based Image/Signal Encryption
AI Navigator

Ask Laika to Summarize, Analyze, and Connect papers live on the map.

Summarize Papers & Methodologies

Extract key findings, datasets, and comparative methods across publications.

Benchmark Rankings & Visual Analytics

Rank top research institutions, authors, funders, topics, and journals by Field-Weighted Citation Impact (FWCI) and paper volume with instant charts.

Connect Distant Disciplines

Bridge topological clusters on the map to find hidden collaborative intersections.