Evidence map›Paper›PMID 36284089›Full record

ReviewLight, science & applications2022

Unclonable human-invisible machine vision markers leveraging the omnidirectional chiral Bragg diffraction of cholesteric spherical reflectors.

Hakam Agha, Yong Geng, Xu Ma, Deniz Işınsu Avşar, Rijeesh Kizhakidathazhath, Yan-Song Zhang, Ali Tourani, Hriday Bavle, Jose-Luis Sanchez-Lopez, Holger Voos and 2 more

Abstract readReview
In one paragraph

Review in Light, science & applications, 2022. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 11 papers.

0numbers the graph read from it
0cells of the map it votes in
11citing 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

11 citing papers in PubMed.

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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

12 authors.

Hakam Agha *University of Luxembourg, Department of Physics & Materials Science, 1511, Luxembourg, Luxembourg.
Yong Geng *University of Luxembourg, Department of Physics & Materials Science, 1511, Luxembourg, Luxembourg.ORCID http://orcid.org/0000-0001-5299-1596
Xu MaUniversity of Luxembourg, Department of Physics & Materials Science, 1511, Luxembourg, Luxembourg.
Deniz Işınsu AvşarUniversity of Luxembourg, Department of Physics & Materials Science, 1511, Luxembourg, Luxembourg.
Rijeesh KizhakidathazhathUniversity of Luxembourg, Department of Physics & Materials Science, 1511, Luxembourg, Luxembourg.
Yan-Song ZhangUniversity of Luxembourg, Department of Physics & Materials Science, 1511, Luxembourg, Luxembourg.
Ali TouraniUniversity of Luxembourg, Interdisciplinary Centre for Security, Reliability and Trust (SnT), 1855, Luxembourg, Luxembourg.ORCID http://orcid.org/0000-0002-6955-1172
Hriday BavleUniversity of Luxembourg, Interdisciplinary Centre for Security, Reliability and Trust (SnT), 1855, Luxembourg, Luxembourg.
Jose-Luis Sanchez-LopezUniversity of Luxembourg, Interdisciplinary Centre for Security, Reliability and Trust (SnT), 1855, Luxembourg, Luxembourg.
Holger VoosUniversity of Luxembourg, Interdisciplinary Centre for Security, Reliability and Trust (SnT), 1855, Luxembourg, Luxembourg.
Mathew SchwartzNew Jersey Institute of Technology, College of Architecture and Design, University Heights, Newark, NJ, USA.ORCID http://orcid.org/0000-0003-3662-7203
Jan P F LagerwallUniversity of Luxembourg, Department of Physics & Materials Science, 1511, Luxembourg, Luxembourg. Jan.Lagerwall@lcsoftmatter.com.ORCID http://orcid.org/0000-0001-9753-1147

Funding

EC | EU Framework Programme for Research and Innovation H2020 | H2020 Priority Excellent Science | H2020 European Research Council (H2020 Excellent Science - European Research Council) 862315Fonds National de la Recherche Luxembourg (National Research Fund) C20_MS_14771094United States Department of Defense | United States Navy | ONR | Office of Naval Research Global (ONR Global) N62909-19-1-2093
6 · The paper itself

Abstract

The seemingly simple step of molding a cholesteric liquid crystal into spherical shape, yielding a Cholesteric Spherical Reflector (CSR), has profound optical consequences that open a range of opportunities for potentially transformative technologies. The chiral Bragg diffraction resulting from the helical self-assembly of cholesterics becomes omnidirectional in CSRs. This turns them into selective retroreflectors that are exceptionally easy to distinguish-regardless of background-by simple and low-cost machine vision, while at the same time they can be made largely imperceptible to human vision. This allows them to be distributed in human-populated environments, laid out in the form of QR-code-like markers that help robots and Augmented Reality (AR) devices to operate reliably, and to identify items in their surroundings. At the scale of individual CSRs, unpredictable features within each marker turn them into Physical Unclonable Functions (PUFs), of great value for secure authentication. Via the machines reading them, CSR markers can thus act as trustworthy yet unobtrusive links between the physical world (buildings, vehicles, packaging,…) and its digital twin computer representation. This opens opportunities to address pressing challenges in logistics and supply chain management, recycling and the circular economy, sustainable construction of the built environment, and many other fields of individual, societal and commercial importance.

Identifiers

PMID36284089
PMCPMC9592545

What OpenQuestion holds

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Registered trials

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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.