Image encryption method based on chaotic fuzzy cellular neural networks

In this work, an image encryption method is proposed based on fuzzy cellular neural network (FCNN). First, the shortcomings of FCNN in encrypting image are identified, and the FCNN model is then modified to address these shortcomings. Specifically, a theoretical framework is developed to identify th...

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Main Authors: Ratnavelu, Kurunathan, Kalpana, M., Balasubramaniam, P., Wong, K., Paramesran, Raveendran
Format: Article
Published: Elsevier 2017
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Online Access:http://eprints.um.edu.my/17550/
https://doi.org/10.1016/j.sigpro.2017.05.002
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Institution: Universiti Malaya
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spelling my.um.eprints.175502019-09-20T08:30:21Z http://eprints.um.edu.my/17550/ Image encryption method based on chaotic fuzzy cellular neural networks Ratnavelu, Kurunathan Kalpana, M. Balasubramaniam, P. Wong, K. Paramesran, Raveendran QA Mathematics T Technology (General) In this work, an image encryption method is proposed based on fuzzy cellular neural network (FCNN). First, the shortcomings of FCNN in encrypting image are identified, and the FCNN model is then modified to address these shortcomings. Specifically, a theoretical framework is developed to identify the values of the parameters of FCNN to generate chaotic signals, which are in turn utilized to encrypt the image. The encryption method is designed where an encrypted pixel is generated based on the corresponding plaintext pixel together with the neighbouring encrypted pixels. The proposed method has a key sensitivity in the order of 10−10 to achieve adequate security robustness. Further evaluations on standard test images verified and confirmed that the proposed encryption method is robust against plaintext-only (i.e., brutal force) and chosen-plaintext attacks. Elsevier 2017 Article PeerReviewed Ratnavelu, Kurunathan and Kalpana, M. and Balasubramaniam, P. and Wong, K. and Paramesran, Raveendran (2017) Image encryption method based on chaotic fuzzy cellular neural networks. Signal Processing, 140. pp. 87-96. ISSN 0165-1684 https://doi.org/10.1016/j.sigpro.2017.05.002 DOI: 10.1016/j.sigpro.2017.05.002
institution Universiti Malaya
building UM Library
collection Institutional Repository
continent Asia
country Malaysia
content_provider Universiti Malaya
content_source UM Research Repository
url_provider http://eprints.um.edu.my/
topic QA Mathematics
T Technology (General)
spellingShingle QA Mathematics
T Technology (General)
Ratnavelu, Kurunathan
Kalpana, M.
Balasubramaniam, P.
Wong, K.
Paramesran, Raveendran
Image encryption method based on chaotic fuzzy cellular neural networks
description In this work, an image encryption method is proposed based on fuzzy cellular neural network (FCNN). First, the shortcomings of FCNN in encrypting image are identified, and the FCNN model is then modified to address these shortcomings. Specifically, a theoretical framework is developed to identify the values of the parameters of FCNN to generate chaotic signals, which are in turn utilized to encrypt the image. The encryption method is designed where an encrypted pixel is generated based on the corresponding plaintext pixel together with the neighbouring encrypted pixels. The proposed method has a key sensitivity in the order of 10−10 to achieve adequate security robustness. Further evaluations on standard test images verified and confirmed that the proposed encryption method is robust against plaintext-only (i.e., brutal force) and chosen-plaintext attacks.
format Article
author Ratnavelu, Kurunathan
Kalpana, M.
Balasubramaniam, P.
Wong, K.
Paramesran, Raveendran
author_facet Ratnavelu, Kurunathan
Kalpana, M.
Balasubramaniam, P.
Wong, K.
Paramesran, Raveendran
author_sort Ratnavelu, Kurunathan
title Image encryption method based on chaotic fuzzy cellular neural networks
title_short Image encryption method based on chaotic fuzzy cellular neural networks
title_full Image encryption method based on chaotic fuzzy cellular neural networks
title_fullStr Image encryption method based on chaotic fuzzy cellular neural networks
title_full_unstemmed Image encryption method based on chaotic fuzzy cellular neural networks
title_sort image encryption method based on chaotic fuzzy cellular neural networks
publisher Elsevier
publishDate 2017
url http://eprints.um.edu.my/17550/
https://doi.org/10.1016/j.sigpro.2017.05.002
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