FPGA Realization of a Reversible Data Hiding Scheme for 5G MIMO-OFDM System by Chaotic Key Generation-Based Paillier Cryptography Along with LDPC and Its Side Channel Estimation Using Machine Learning Technique

Multiple-Input and Multiple-Output (MIMO) technology is a significant and timely subject, which is highly motivated by the needs of 5G wireless communications. Data transmission performs MIMO, which is highly sensitive. There are several security issues while transmitting the data such as loss of da...

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Published inJournal of circuits, systems, and computers Vol. 31; no. 5
Main Authors Shajin, Francis H., Rajesh, P.
Format Journal Article
LanguageEnglish
Published Singapore World Scientific Publishing Company 30.03.2022
World Scientific Publishing Co. Pte., Ltd
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Abstract Multiple-Input and Multiple-Output (MIMO) technology is a significant and timely subject, which is highly motivated by the needs of 5G wireless communications. Data transmission performs MIMO, which is highly sensitive. There are several security issues while transmitting the data such as loss of data and code injection. Two efficient methods are Encryption and Data Hiding protection of data in wireless communication. This dissertation suggests FPGA Implementation of RDHS by Chaotic Key Generation-Based Paillier Cryptography with LDPC using machine learning technique. RDHS stands for Reversible Data Hiding Scheme. In a reversible method, the initial stage of preprocessing is to shrink the histogram of image before the process of encryption. Hence, the plaintext domain changing the encrypted images to data embedding cannot result from any pixel repletion. A little distortion data embedding may be taken as the original image may recover the directly decrypted image. Here, the performance metrics of throughput, area consumed, latency, delay, packet delivery, network life and overhead are calculated. The proposed Paillier homomorphic cryptosystem proposes higher network throughput as 99%, higher network life 98%, lower delay rate as 60%, packet delivery as 74%, overhead as 66%, latency as 55% and area consumed as 61% with the existing method such as McEliece, Elgamal and Elliptic curve cryptosystem in the security analysis of the proposed method providing decryption time 94% and encryption time 98% better than the existing method.
AbstractList Multiple-Input and Multiple-Output (MIMO) technology is a significant and timely subject, which is highly motivated by the needs of 5G wireless communications. Data transmission performs MIMO, which is highly sensitive. There are several security issues while transmitting the data such as loss of data and code injection. Two efficient methods are Encryption and Data Hiding protection of data in wireless communication. This dissertation suggests FPGA Implementation of RDHS by Chaotic Key Generation-Based Paillier Cryptography with LDPC using machine learning technique. RDHS stands for Reversible Data Hiding Scheme. In a reversible method, the initial stage of preprocessing is to shrink the histogram of image before the process of encryption. Hence, the plaintext domain changing the encrypted images to data embedding cannot result from any pixel repletion. A little distortion data embedding may be taken as the original image may recover the directly decrypted image. Here, the performance metrics of throughput, area consumed, latency, delay, packet delivery, network life and overhead are calculated. The proposed Paillier homomorphic cryptosystem proposes higher network throughput as 99%, higher network life 98%, lower delay rate as 60%, packet delivery as 74%, overhead as 66%, latency as 55% and area consumed as 61% with the existing method such as McEliece, Elgamal and Elliptic curve cryptosystem in the security analysis of the proposed method providing decryption time 94% and encryption time 98% better than the existing method.
Author Rajesh, P.
Shajin, Francis H.
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Cites_doi 10.1007/s11042-020-09134-8
10.1007/978-981-15-9317-8_5
10.1109/ACCESS.2019.2957143
10.1016/j.image.2011.07.008
10.1016/j.future.2017.05.002
10.1016/j.optlaseng.2019.03.006
10.1007/s11042-019-07874-w
10.1109/ACCESS.2020.2972622
10.1007/s13389-018-00200-4
10.1016/j.sigpro.2017.04.006
10.1007/s11554-015-0555-x
10.1007/s11042-018-6567-3
10.1016/j.procs.2018.07.043
10.1109/ACCESS.2021.3058112
10.1016/j.jksus.2017.05.013
10.3390/app9010064
10.1109/JIOT.2018.2861324
10.4236/wsn.2012.45018
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2022. World Scientific Publishing Company
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Load balancing
cloud computing
Hawks optimization algorithm
virtual machines
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S0218126622500931BIB009
S0218126622500931BIB008
S0218126622500931BIB019
Sahu A. (S0218126622500931BIB003) 2019
Sumaiya Thaseen I. (S0218126622500931BIB020) 2017; 29
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  doi: 10.1007/s11042-020-09134-8
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  doi: 10.1007/978-981-15-9317-8_5
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  doi: 10.1109/ACCESS.2019.2957143
– year: 2019
  ident: S0218126622500931BIB003
  publication-title: J. King Saud Univ. Comput. Inf. Sci.
– ident: S0218126622500931BIB001
  doi: 10.1016/j.image.2011.07.008
– ident: S0218126622500931BIB008
  doi: 10.1016/j.future.2017.05.002
– ident: S0218126622500931BIB007
  doi: 10.1016/j.optlaseng.2019.03.006
– ident: S0218126622500931BIB010
  doi: 10.1007/s11042-019-07874-w
– ident: S0218126622500931BIB014
  doi: 10.1109/ACCESS.2020.2972622
– ident: S0218126622500931BIB015
  doi: 10.1007/s13389-018-00200-4
– ident: S0218126622500931BIB016
  doi: 10.1016/j.sigpro.2017.04.006
– ident: S0218126622500931BIB005
  doi: 10.1007/s11554-015-0555-x
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  doi: 10.1007/s11042-018-6567-3
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  doi: 10.1016/j.procs.2018.07.043
– ident: S0218126622500931BIB011
  doi: 10.1109/ACCESS.2021.3058112
– volume: 29
  start-page: 462
  year: 2017
  ident: S0218126622500931BIB020
  publication-title: J. King Saud Univ. Comput. Inf. Sci.
  doi: 10.1016/j.jksus.2017.05.013
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  doi: 10.3390/app9010064
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Snippet Multiple-Input and Multiple-Output (MIMO) technology is a significant and timely subject, which is highly motivated by the needs of 5G wireless communications....
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SubjectTerms 5G mobile communication
Chaos theory
Cryptography
Curves
Data transmission
Embedding
Encryption
Histograms
Machine learning
MIMO communication
Network latency
Orthogonal Frequency Division Multiplexing
Performance measurement
Security
Wireless communications
Wireless networks
Title FPGA Realization of a Reversible Data Hiding Scheme for 5G MIMO-OFDM System by Chaotic Key Generation-Based Paillier Cryptography Along with LDPC and Its Side Channel Estimation Using Machine Learning Technique
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Volume 31
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