Data protection based neural cryptography and deoxyribonucleic acid

Abstract

The need to a robust and effective methods for secure data transferring makes the more credible. Two disciplines for data encryption presented in this paper: machine learning and deoxyribonucleic acid (DNA) to achieve the above goal and following common goals: prevent unauthorized access and eavesdropper. They used as powerful tool in cryptography. This paper grounded first on a two modified Hebbian neural network (MHNN) as a machine learning tool for message encryption in an unsupervised method. These two modified Hebbian neural nets classified as a: learning neural net (LNN) for generating optimal key ciphering and ciphering neural net CNN) for coding the plaintext using the LNN keys. The second granulation using DNA nucleated to increase data confusion and compression. Exploiting the DNA computing operations to upgrade data transmission security over the open nets. The results approved that the method is effective in protect the transferring data in a secure manner in less time

Enhancing Data Security through Machine Learning-based Key Generation and Encryption

“…The decryption procedure involved the reverse of the encryption process. In [16], two distinct disciplines, machine learning and DNA-based encryption, were combined. A modified Hebbian neural network was used for message encryption, and a ciphering neural network was employed to encode plaintext utilizing LNN-generated keys and DNA techniques to enhance data confusion and compression.…”

Signal multiple encodings by using autoencoder deep learning

“…The authors succeeded in improving an algorithm to reduce time complexity and yield effective outcomes in  ISSN: 2302-9285 speedup, running time and high data volume parallelization efficiency. Kadum et al [16] proposed a system that avoided unofficial access and spy by using dual adapted Hebbian neural network for encrypting data. Machine learning and deoxyribonucleic acid (DNA) were used to compress and growth data confusion.…”

“…Machine learning and deoxyribonucleic acid (DNA) were used to compress and growth data confusion. The method succeeded by transferring data in a secure manner and short time [16]. In the same year, Maolood et al [17] suggested a lightweight stream cipher method.…”

DMAV: Enhanced MAV Link Protocol Using Dynamic DNA Coding for Unmanned Aerial Vehicles

“…DNA cryptography is a method that uses DNA as an information carrier to protect sensitive information. In biological science [19], DNA is the repository of genetic information that is passed from one generation to the next [20]. This genetic information is what makes each individual unique [20].…”

“…In biological science [19], DNA is the repository of genetic information that is passed from one generation to the next [20]. This genetic information is what makes each individual unique [20]. DNA cryptography is inspired by biological processes such as DNA [21] replication and transcription, which are used to carry out processes in living cells and are responsible for the propagation of genetic information from one generation to the next [22].…”