Evidence map›Paper›PMID 42059318›Full record

ArticleSmall (Weinheim an der Bergstrasse, Germany)2026

Inkjet-Printed Physical Unclonable Functions For Secure Authentication.

Riccardo Sargeni, Elisabetta Dimaggio, Francesco Pieri, Stefano Di Pascoli, Giuseppe Iannaccone, Gianluca Fiori

Abstract read
In one paragraph

Article in Small (Weinheim an der Bergstrasse, Germany), 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

0numbers the graph read from it
0cells of the map it votes in
0citing 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

0 citing papers in PubMed.

No citing paper in PubMed yet.

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

6 authors.

Riccardo SargeniDipartimento di Ingegneria dell' Informazione, Universitädi Pisa, Pisa, Italy.ORCID https://orcid.org/0000-0002-8320-4732
Elisabetta DimaggioDipartimento di Ingegneria dell' Informazione, Universitädi Pisa, Pisa, Italy.ORCID https://orcid.org/0000-0002-7596-8839
Francesco PieriDipartimento di Ingegneria dell' Informazione, Universitädi Pisa, Pisa, Italy.ORCID https://orcid.org/0000-0003-4456-8581
Stefano Di PascoliDipartimento di Ingegneria dell' Informazione, Universitädi Pisa, Pisa, Italy.ORCID https://orcid.org/0000-0001-6556-7815
Giuseppe IannacconeDipartimento di Ingegneria dell' Informazione, Universitädi Pisa, Pisa, Italy.ORCID https://orcid.org/0000-0003-3375-1647
Gianluca FioriDipartimento di Ingegneria dell' Informazione, Universitädi Pisa, Pisa, Italy.ORCID https://orcid.org/0000-0003-0896-0148

Funding

ERC 770047European Research Council PoC 966722MIUR
6 · The paper itself

Abstract

Counterfeiting is a growing global challenge with significant economic and social implications. Physical Unclonable Functions (PUFs), exploiting manufacturing randomness to generate unique and unclonable identifiers, have emerged as a promising solution for secure authentication. This study presents a novel, scalable method for fabricating inkjet-printed PUFs by exploiting the randomness of ink droplet deposition on substrates such as paper. By optimizing geometric features, the proposed system ensures high uniqueness, reliability, and bit uniformity. The PUFs also exhibits excellent durability, maintaining performance under mechanical stress and chemical exposure. Furthermore, the system incorporates a low-cost imaging setup and advanced positional markers, enabling fast and accurate database validation. This work establishes a robust and low-cost route to PUFs that can be interrogated with consumer-grade devices, making them suitable for various anticounterfeiting applications, including supply chain security and luxury goods authentication.

Indexed as

counterfeitinginkjet printingphysical unclonable functions

Identifiers

PMID42059318
PMCPMC13262241

What OpenQuestion holds

Textmetadata
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.