Evidence map›Paper›PMID 42308382›Full record

ArticleSmall (Weinheim an der Bergstrasse, Germany)2026

Physical Unclonable Function Based on 3D-NAND Flash Array Structure With Multi-Chip Implementation.

Hwiho Hwang, Sangwook Youn, Jinwoo Park, Dayeon Yu, Hyungjin Kim

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

5 authors.

Hwiho HwangDivision of Materials Science and Engineering and Department of Semiconductor Engineering, Hanyang University, Seoul, South Korea.ORCID https://orcid.org/0009-0001-0559-0762
Sangwook YounDivision of Materials Science and Engineering and Department of Semiconductor Engineering, Hanyang University, Seoul, South Korea.
Jinwoo ParkDivision of Materials Science and Engineering and Department of Semiconductor Engineering, Hanyang University, Seoul, South Korea.
Dayeon YuDivision of Materials Science and Engineering and Department of Semiconductor Engineering, Hanyang University, Seoul, South Korea.
Hyungjin KimDivision of Materials Science and Engineering and Department of Semiconductor Engineering, Hanyang University, Seoul, South Korea.ORCID https://orcid.org/0000-0002-4834-6882

Funding

IITP RS-2021-II212052IITP RS-2024-00506767KIAT RS-2024-00410066NRF RS-2023-00260527NRF RS-2025-07402970
6 · The paper itself

Abstract

As a promising hardware-based security primitive, physical unclonable functions (PUFs) exploit stochastic, process-induced variations in physical properties to generate unique and unclonable device fingerprints. However, conventional CMOS-based PUFs require large and complex circuitry, leading to increased area and power consumption. To address this, we propose a PUF based on a 3D-NAND flash array utilizing intrinsic string current variations. Unlike prior write-based approaches, it employs read operations for CRP extraction, thereby avoiding stress-induced degradation. Challenges are applied via string select lines and bitlines, while each wordline functions as an independent PUF chip. A 1-bit response is generated by comparing summed string currents. Thanks to the high cell density of 3D-NAND flash, multiple stacked PUF chips with an exponentially large CRP capacity can be integrated into a single array. We fabricated 48 × 24 planar NAND flash arrays using charge-trap flash, confirming current variability due to process variation and randomly formed poly-Si grain boundaries. A 48 × 24 × 8 3D-NAND PUF was implemented using measured data, achieving near-ideal PUF metrics and passing autocorrelation analysis, all 16 NIST statistical tests and ML attack simulations. These results highlight the potential of 3D-NAND flash for scalable, reliable hardware security.

Indexed as

charge trapping materialin‐memory computingNAND flashphysical unclonable function (PUF)

Identifiers

PMID42308382
PMCPMC13472258

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.