Evidence map›Paper›PMID 40781235›Full record

ArticleNature communications2025

Light in, sound keys out: photoacoustic PUFs from stochastic nanocomposites.

Taehyun Park, Junhyung Kim, Raksan Ko, Byullee Park, Hocheon Yoo

Abstract read
In one paragraph

Article in Nature communications, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 2 papers.

0numbers the graph read from it
0cells of the map it votes in
2citing 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

2 citing papers in PubMed.

  1. Article
  2. 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.

Taehyun Park *Department of Semiconductor Engineering, Gachon University, Seongnam, Republic of Korea.ORCID http://orcid.org/0000-0001-9119-9518
Junhyung Kim *Department of MetaBioHealth, Sungkyunkwan University, Suwon, Republic of Korea.ORCID http://orcid.org/0009-0009-5604-0275
Raksan Ko *Department of Semiconductor Engineering, Gachon University, Seongnam, Republic of Korea.
Byullee ParkDepartment of MetaBioHealth, Sungkyunkwan University, Suwon, Republic of Korea. byullee@skku.edu.
Hocheon YooDepartment of Electronic Engineering, Hanyang University, Seoul, Republic of Korea. hocheon@hanyang.ac.kr.ORCID http://orcid.org/0000-0003-0772-3327

Funding

National Research Foundation of Korea (NRF) RS-2023-00210194, RS-2024-00433166, RS-2024-00442020National Research Foundation of Korea (NRF) RS-2023-00266110, RS-2024-00462912, RS-2023-00210682
6 · The paper itself

Abstract

We present a concept of physically unclonable functions utilizing the photoacoustic effect to generate structurally random, inference-resistant cryptographic keys. The system consists of a CuO/SnO₂ nanoparticle composite, where CuO acts as a visible-range absorber and SnO₂ serves as a non-absorbing dispersive matrix. Nanosecond laser pulses induce localized heating and acoustic wave emission, providing spatially heterogeneous photoacoustic signals that are digitized into binary matrices. Evaluations across ten devices yielded a bit uniformity of 49.54%, inter-device Hamming distance of 49.69%, entropy of 0.983, and bit aliasing of 49.38%-all approaching ideal values for secure key generation. Machine learning attacks using logistic regression and support vector machines failed to infer underlying patterns, with prediction accuracies of 53.53% and 52.54%. The device maintains cryptographic performance after transfer to diverse substrates, including human skin, highlighting its mechanical adaptability. This subsurface, light-to-sound-based approach offers a scalable platform for secure authentication on flexible or opaque surfaces.

Identifiers

PMID40781235
PMCPMC12334560

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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.