Joint Encryption Model Based on a Randomized Autoencoder Neural Network and Coupled Chaos Mapping.

Following an in-depth analysis of one-dimensional chaos, a randomized selective autoencoder neural network (AENN), and coupled chaotic mapping are proposed to address the short period and low complexity of one-dimensional chaos. An improved method is proposed for synchronizing keys during the transmission of one-time pad encryption, which can greatly reduce the usage of channel resources. Then, a joint encryption model based on randomized AENN and a new chaotic coupling mapping is proposed. The performance analysis concludes that the encryption model possesses a huge key space and high sensitivity, and achieves the effect of one-time pad encryption. Experimental results show that this model is a high-security joint encryption model that saves secure channel resources and has the ability to resist common attacks, such as exhaustive attacks, selective plaintext attacks, and statistical attacks.

[1]  Jun Mou,et al.  Color-Gray Multi-Image Hybrid Compression–Encryption Scheme Based on BP Neural Network and Knight Tour , 2023, IEEE Transactions on Cybernetics.

[2]  Junwei Sun,et al.  Dynamic analysis of HR-FN-HR neural network coupled by locally active hyperbolic memristors and encryption application based on Knuth-Durstenfeld algorithm , 2023, Applied Mathematical Modelling.

[3]  N. A. Azam,et al.  Towards provably secure asymmetric image encryption schemes , 2023, Information Sciences.

[4]  Naveed Ahmed Azam,et al.  A novel image encryption scheme based on elliptic curves and coupled map lattices , 2023, Optik.

[5]  N. A. Azam,et al.  A Novel Image Encryption Scheme Based on ABC Algorithm and Elliptic Curves , 2022, Arabian Journal for Science and Engineering.

[6]  M. Berezowski,et al.  New Chaotic System: M-Map and Its Application in Chaos-Based Cryptography , 2022, Symmetry.

[7]  Xing-yuan Wang,et al.  A new fractional-order chaos system of Hopfield neural network and its application in image encryption , 2022, Chaos, Solitons & Fractals.

[8]  D. Kamper,et al.  A generic neural network model to estimate populational neural activity for robust neural decoding , 2022, Comput. Biol. Medicine.

[9]  O. Abayomi-Alli,et al.  An improved random bit-stuffing technique with a modified RSA algorithm for resisting attacks in information security (RBMRSA) , 2022, Egyptian Informatics Journal.

[10]  Jinqing Li,et al.  Double image encryption algorithm based on neural network and chaos , 2021 .

[11]  Shihua Zhou,et al.  A real-time one-time pad DNA-chaos image encryption algorithm based on multiple keys , 2021 .

[12]  Xingyuan Wang,et al.  Image encryption algorithm with random scrambling based on one-dimensional logistic self-embedding chaotic map , 2021 .

[13]  Xue-Feng Duan,et al.  An image encryption scheme based on double chaotic cyclic shift and Josephus problem , 2021, J. Inf. Secur. Appl..

[14]  Serdar Çiçek,et al.  A memristive map with coexisting chaos and hyperchaos , 2021, Chinese Physics B.

[15]  Subodh Kumar,et al.  A data encryption model based on intertwining logistic map , 2020, J. Inf. Secur. Appl..

[16]  Imran Razzak,et al.  An efficient secure data compression technique based on chaos and adaptive Huffman coding , 2020, Peer-to-Peer Networking and Applications.

[17]  Zeqing Zhang,et al.  On the Security Analysis of a Hopfield Chaotic Neural Network-Based Image Encryption Algorithm , 2020, Complex..

[18]  Bibhudendra Acharya,et al.  Multiple grayscale image encryption using cross-coupled chaotic maps , 2020, J. Inf. Secur. Appl..

[19]  Feifei Yang,et al.  Lossless image compression-encryption algorithm based on BP neural network and chaotic system , 2020, Multimedia Tools and Applications.

[20]  Fahrettin Burak Demir,et al.  A chaotic optimization method based on logistic-sine map for numerical function optimization , 2020, Neural Computing and Applications.

[21]  Guidong Zhang,et al.  Image Encryption Algorithm Based on Tent Delay-Sine Cascade with Logistic Map , 2020, Symmetry.

[22]  Mikhail Belkin,et al.  Loss landscapes and optimization in over-parameterized non-linear systems and neural networks , 2020, Applied and Computational Harmonic Analysis.

[23]  Yu Wang,et al.  A novel chaotic algorithm for image encryption utilizing one-time pad based on pixel level and DNA level , 2020 .

[24]  Meng Jia,et al.  Image encryption with cross colour field algorithm and improved cascade chaos systems , 2020, IET Image Process..

[25]  Jonggun Kim,et al.  A novel color image LSB steganography using improved 1D chaotic map , 2019, Multimedia Tools and Applications.

[26]  Behnam Ghavami,et al.  An image encryption method based on chaos system and AES algorithm , 2019, The Journal of Supercomputing.

[27]  Kuldip K. Paliwal,et al.  Deep learning for minimum mean-square error approaches to speech enhancement , 2019, Speech Commun..

[28]  Zhe Yang,et al.  Modified Dolphin Swarm Algorithm Based on Chaotic Maps for Solving High-Dimensional Function Optimization Problems , 2019, IEEE Access.

[29]  Tariq Shah,et al.  Cryptosystem techniques based on the improved Chebyshev map: an application in image encryption , 2019, Multimedia Tools and Applications.

[30]  Bibhudendra Acharya,et al.  An efficient colour image encryption scheme based on 1-D chaotic maps , 2019, J. Inf. Secur. Appl..

[31]  Ali Shakiba,et al.  A randomized CPA-secure asymmetric-key chaotic color image encryption scheme based on the Chebyshev mappings and one-time pad , 2019, J. King Saud Univ. Comput. Inf. Sci..

[32]  Alain Couvreur,et al.  On the security of a Loidreau's rank metric code based encryption scheme , 2019, ArXiv.

[33]  Ramachandran Amutha,et al.  A fast double-keyed authenticated image encryption scheme using an improved chaotic map and a butterfly-like structure , 2018, Nonlinear Dynamics.

[34]  Bibhudendra Acharya,et al.  Secure multi-level permutation operation based multiple colour image encryption , 2018, J. Inf. Secur. Appl..

[35]  Andreas Kamilaris,et al.  Deep learning in agriculture: A survey , 2018, Comput. Electron. Agric..

[36]  Rehan Ashraf,et al.  A color image encryption technique using exclusive-OR with DNA complementary rules based on chaos theory and SHA-2 , 2018 .

[37]  Hui Wang,et al.  Cryptanalysis and enhancements of image encryption using combination of the 1D chaotic map , 2018, Signal Process..

[38]  Fatih Özkaynak,et al.  Brief review on application of nonlinear dynamics in image encryption , 2018, Nonlinear Dynamics.

[39]  Eric-Jan Wagenmakers,et al.  Analytic posteriors for Pearson's correlation coefficient , 2015, Statistica Neerlandica.

[40]  Xingyuan Wang,et al.  A novel chaotic image encryption scheme using DNA sequence operations , 2015 .

[41]  Yicong Zhou,et al.  A new 1D chaotic system for image encryption , 2014, Signal Process..

[42]  Alessandro Barenghi,et al.  A fault induction technique based on voltage underfeeding with application to attacks against AES and RSA , 2013, J. Syst. Softw..

[43]  Kwok-Wo Wong,et al.  An enhanced variable-length arithmetic coding and encryption scheme using chaotic maps , 2013, J. Syst. Softw..

[44]  Qiang Zhang,et al.  A RGB image encryption algorithm based on DNA encoding and chaos map , 2009, Comput. Electr. Eng..

[45]  Hongjun Liu,et al.  Color image encryption based on one-time keys and robust chaotic maps , 2010, Comput. Math. Appl..

[46]  Ali Kanso,et al.  Cryptography with Chaos and Shadowing , 2009 .

[47]  Gonzalo Álvarez,et al.  Some Basic Cryptographic Requirements for Chaos-Based Cryptosystems , 2003, Int. J. Bifurc. Chaos.

[48]  Christian Schittenkopf,et al.  Identification of deterministic chaos by an information-theoretic measure of the sensitive dependence on the initial conditions , 1997 .

[49]  Hesham F. A. Hamed,et al.  Hiding Data Using Efficient Combination of RSA Cryptography, and Compression Steganography Techniques , 2021, IEEE Access.

[50]  Hossam Faris,et al.  Oriented stochastic loss descent algorithm to train very deep multi-layer neural networks without vanishing gradients , 2021, Knowl. Based Syst..

[51]  Y. Bentoutou,et al.  Embedded implementation of multispectral satellite image encryption using a chaos-based block cipher , 2020, J. King Saud Univ. Comput. Inf. Sci..

[52]  Xiaojie Hou,et al.  Analysis of bifurcation, chaos and pattern formation in a discrete time and space Gierer Meinhardt system , 2019, Chaos, Solitons & Fractals.

[53]  Wenhong Wang,et al.  A Novel Image Compression-Encryption Scheme Based on Chaos and Compression Sensing , 2018, IEEE Access.

[54]  Prof. S. Raja,et al.  A REVIEW ON VARIOUS IMAGE ENCRYPTION TECHNIQUES FOR SECURE IMAGE TRANSMISSION , 2015 .

[55]  D. Ornstein,et al.  Statistical properties of chaotic systems , 1991 .