Comparison of biological encryption technologies. This table summarizes various bio-inspired encryption methods, highlighting their features, advantages, and limitations. DNA-based cryptography uses DNA’s high information density and parallel processing for secure communication. Cellular automata encryption employs the dynamic properties of these systems, inspired by biological cells, to create complex patterns. Chaotic systems, mimicking unpredictable biological processes, are used in cryptography due to their sensitivity to initial conditions. Evolutionary algorithms, inspired by biological evolution, aim to enhance cryptographic methods. However, these methods face challenges like scalability, implementation issues, and the need for more research to ensure security. The proposed proteinoid-based cryptography in this paper aims to utilize the unique properties of proteinoid assemblies—self-organization and molecular recognition—to create a new, secure encryption حسب Panagiotis Mougkogiannis (17002143)

"…The proposed proteinoid-based cryptography in this paper aims to utilize the unique properties of proteinoid assemblies—self-organization and molecular recognition—to create a new, secure encryption</p>…"

Proteinoid-based encryption process. The setup involves importing measurement data, including voltage, capacitance, impedance, and resistance, from various proteinoid samples. حسب Panagiotis Mougkogiannis (17002143)

"…<p>A designated proteinoid sample is selected as the encryption key based on its unique electrical properties. …"

Portable Library for Homomorphic Encrypted Machine Learning on FPGA Accelerated Cloud Cyberinfrastructure حسب Zhihan Xu (17049357)

"…<p dir="ltr">Data privacy has had implications for deploying data-sensitive machine learning (ML) inference applications to cloud cyberinfrastructure (CI). Homomorphic Encryption (HE), which allows arbitrary computations on encrypted data, provides a potential solution to these challenges. …"

Security algorithm framework. حسب Ali Shahzad (15251641)

"…We proposed a blockchain-based method for secure EHR management and integrated Ciphertext-Policy Attribute-Based Encryption (CP-ABE) for fine-grained access control. …"

Example of byte substitution Process. حسب Mingyi Huo (21743594)

"…Experimental results show that the proposed algorithm reduces encryption time to 2.2369 s for a 256256 grayscale image, representing an 87.08% improvement over traditional AES (17.3090 s) and a 48.41% improvement over other AES-based chaotic encryption algorithms (4.3360 s). …"

Example of S-box. حسب Mingyi Huo (21743594)

"…Experimental results show that the proposed algorithm reduces encryption time to 2.2369 s for a 256256 grayscale image, representing an 87.08% improvement over traditional AES (17.3090 s) and a 48.41% improvement over other AES-based chaotic encryption algorithms (4.3360 s). …"

Example of addroundkey process. حسب Mingyi Huo (21743594)

"…Experimental results show that the proposed algorithm reduces encryption time to 2.2369 s for a 256256 grayscale image, representing an 87.08% improvement over traditional AES (17.3090 s) and a 48.41% improvement over other AES-based chaotic encryption algorithms (4.3360 s). …"

Bifurcation diagram analysis results. حسب Mingyi Huo (21743594)

"…Experimental results show that the proposed algorithm reduces encryption time to 2.2369 s for a 256256 grayscale image, representing an 87.08% improvement over traditional AES (17.3090 s) and a 48.41% improvement over other AES-based chaotic encryption algorithms (4.3360 s). …"

Information entropy analysis results. حسب Mingyi Huo (21743594)

"…Experimental results show that the proposed algorithm reduces encryption time to 2.2369 s for a 256256 grayscale image, representing an 87.08% improvement over traditional AES (17.3090 s) and a 48.41% improvement over other AES-based chaotic encryption algorithms (4.3360 s). …"

Lyapunov exponent of different chaotic maps. حسب Mingyi Huo (21743594)

"…Experimental results show that the proposed algorithm reduces encryption time to 2.2369 s for a 256256 grayscale image, representing an 87.08% improvement over traditional AES (17.3090 s) and a 48.41% improvement over other AES-based chaotic encryption algorithms (4.3360 s). …"

Schematic diagram of feature template extraction. حسب Zhigang Song (113445)

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HE_FaceNet error rate. حسب Zhigang Song (113445)

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Flow chart of system ciphertext clustering. حسب Zhigang Song (113445)

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Accuracy comparison of ciphertext recognition schemes. حسب Zhigang Song (113445)

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DET curve comparison of FaceNet model with HE_FaceNet ramework. حسب Zhigang Song (113445)

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HE_FaceNet frame diagram. حسب Zhigang Song (113445)

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Flowchart of face recognition for system clustering. حسب Zhigang Song (113445)

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ROC curve comparison of FaceNet model with HE_FaceNet ramework. حسب Zhigang Song (113445)

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Experimental images&Table1-10&Figure1-15.docx حسب Feixian Liu (21987380)

"…<p dir="ltr">A Robust Color Image Encryption Algorithm Based on 2D-SQSM Hyperchaotic Map and Cyclic Shift Scrambling</p>…"

This figure shows a condensed process. حسب Panagiotis Mougkogiannis (17002143)

"…<p>It encrypts and decrypts the message “Hello, World!” using a novel, proteinoid-based cryptographic system. …"