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Random fractal-enabled physical unclonable functions with dynamic AI authentication

Engineering and Technology

Random fractal-enabled physical unclonable functions with dynamic AI authentication

N. Sun, Z. Chen, et al.

Discover a groundbreaking anti-counterfeiting solution by Ningfei Sun, Ziyu Chen, Yanke Wang, Shu Wang, Yong Xie, and Qian Liu, using innovative random fractal-network Physical Unclonable Functions and AI-based authentication featuring zero false positives. This research promises mass-producible, Raman-encoded security tags that revolutionize data encryption and safety.... show more
Abstract
A physical unclonable function (PUF) is a foundation of anti-counterfeiting processes due to its inherent uniqueness. However, the self-limitation of conventional graphical/spectral PUFs in materials often makes it difficult to have both high code flexibility and high environmental stability in practice. In this study, we propose a universal, fractal-guided film annealing strategy to realize the random Au network-based PUFs that can be designed on demand in complexity, enabling the tags' intrinsic uniqueness and stability. A dynamic deep learning-based authentication system with an expandable database is built to identify and trace the PUFs, achieving an efficient and reliable authentication with 0% "false positives". Based on the roughening-enabled plasmonic network platform, Raman-based chemical encoding is conceptually demonstrated, showing the potential for improvements in security. The configurable tags in mass production can serve as competitive PUF carriers for high-level anti-counterfeiting and data encryption.
Publisher
Nature Communications
Published On
Apr 17, 2023
Authors
Ningfei Sun, Ziyu Chen, Yanke Wang, Shu Wang, Yong Xie, Qian Liu
Tags
anti-counterfeiting
Physical Unclonable Functions
AI authentication
deep learning
Raman encoding
data encryption
security
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