Synthesis of ZnS@QDs microparticles with synchronized scattering color-luminescence in submicron size: Application for direct-ink-writing PUF labels decoding by few-shot learning
Year: 2025
Type: article
Abstract: The combination of high-precision structural color and luminescence was an effective way to improve encoding capacity. Hence, we synthesized ZnS@QDs (quantum dots) microparticles exhibiting synchronized size-dependent Mie scattering and tunable luminescence in submicron size. The loading of QDs onto ZnS microspheres not only enables uniform dispersion to prevent quenching but also enhances luminescence through Mie scattering. Macroscopic structural color patterns were fabricated by direct-ink-writing with ZnS microspheres suspension as ink, while the dots formed by ZnS@QDs microspheres were inserted randomly. Meanwhile, the stochastic distribution of microparticles during ink evaporation generated physically unclonable functions (PUF) codes with a capacity of up to 22,500 within 50 μm areas. ResNet-based few-shot machine learning, achieved 100% authentication accuracy with a minimal training set (21 samples). Meanwhile, open large language models (DeepSeek) enable rapid consistency assessments. In addition, the labels demonstrate long-term stability (>6 months), customizable colors, and compatibility with flexible substrates, offering potential applications.
Source: Nano Research
Authors: Tianyi Liu, Shufen Zhang, Suli Wu
Language: English
Subfield: Atomic and Molecular Physics, and Optics
Field: Physics and Astronomy
Domain: Physical Sciences
Open Access status: gold
Estimated APC paid: $5,290
OpenAlex ID: W4415414639