Evidence map›Paper›PMID 40572347›Full record

ArticleMicromachines2025

Exploring the Inherent Variability of Economically Fabricated ZnO Devices Towards Physical Unclonable Functions for Secure Authentication.

Savvas Ermeidis, Dimitrios Tassis, George P Papageorgiou, Stavros G Stavrinides, Eleni Makarona

Abstract read
In one paragraph

Article in Micromachines, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 1 paper.

0numbers the graph read from it
0cells of the map it votes in
1citing papers in PubMed
–field-weighted citation impact
1 · What the graph read from it

What it found

Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.

The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.

2 · The registry

The trial behind it

Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.

Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.

3 · Its place in the literature

Who cites it

1 citing paper in PubMed.

  1. Article
4 · The record

Corrections and comments

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

5 authors.

Savvas ErmeidisDepartment of Condensed Matter and Materials Physics, School of Physics, Aristotle University of Thessaloniki, 541 24 Thessaloniki, Greece.
Dimitrios TassisDepartment of Condensed Matter and Materials Physics, School of Physics, Aristotle University of Thessaloniki, 541 24 Thessaloniki, Greece.
George P PapageorgiouInstitute of Nanoscience and Nanotechnology, NCSR "Demokritos", Agia Paraskevi, 153 41 Athens, Greece.
Stavros G StavrinidesPhysics Department, Democritus University of Thrace, St. Lucas, 654 03 Kavala, Greece.ORCID 0000-0001-8484-1402
Eleni MakaronaInstitute of Nanoscience and Nanotechnology, NCSR "Demokritos", Agia Paraskevi, 153 41 Athens, Greece.ORCID 0000-0002-5115-5518

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Meeting the rising need for secure authentication in IoT and Industry 4.0, this work presents chemically synthesized ZnO nanostructured homojunctions as powerful and scalable physical unclonable functions (PUFs). By leveraging intrinsic variability from Li doping and the stochastic hydrothermal growth process, we systematically identified electrical parameters offering outstanding variability, stability, and reproducibility. ZnO devices outperform commercial diodes by delivering richer parameter diversity, lower costs, and superior environmental sustainability. Pushing beyond traditional approaches, we introduce multi-level quantization for boosted accuracy and entropy, demonstrate the normal distribution of challenge candidate parameters to support a novel method under development, and extract multiple parameters (8-10) per device instead of relying on a single-bit output. Parameter optimization and selection are performed upfront through a rigorous assessment of variability and inter-correlation, maximizing uniqueness and reliability. Thanks to their strong scalability and eco-friendliness, ZnO-based homojunctions emerge as a dynamic, future-proof platform for building low-cost, high-security, and sustainable digital identity systems.

Indexed as

authentication elementshomojunctionshydrothermal growthLi dopingphotodiodesphysical unclonable functions (PUFs)ZnO nanostructures

Identifiers

PMID40572347
PMCPMC12195217

What OpenQuestion holds

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LicenceCC BY
Read underepoch 390

Registered trials

None linked

Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.