ArticleScientific reports2025
Kernel-based response extraction approach for efficient configurable ring oscillator PUF.
Article in Scientific reports, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 1 paper.
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.
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.
Who cites it
1 citing paper in PubMed.
- Machine learning enabled unique chip feature extraction approach for semicustom delay variant PUF.Scientific reports · 2026Article
Corrections and comments
PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.
Authors and funding
5 authors.
Funding
Abstract
The Physically Unclonable Function (PUF) is an emerging hardware security primitive that provides a promising solution for lightweight security. PUFs can be used to generate a secret key that depends on the manufacturing process variation for authentication and device identification. However, the resource requirements of PUFs pose challenges for their application in resource-constrained Internet of Things (IoT) devices. This work proposes a new approach for response extraction in Configurable Ring Oscillator (CRO) PUFs that contributes to reducing area and power consumption by eliminating the need for duplicating Ring Oscillators (ROs) and decreasing associated switching activity. The kernel-based response extraction approach exploits the phase shift of the delay elements and the frequency of ROs to generate unique responses effectively. The extraction approach uses a time-based kernel that enables the internal counters of the PUF and evaluates the propagated signals within ROs for a predefined period. The extraction approach has been implemented and verified on a design variant of the CRO PUF, which is also proposed within the scope of this work. The proposed PUF has been implemented in 22-nm FDSOI technology using Synopsys tools. A comprehensive security analysis has been conducted utilizing Challenge-Response Pairs (CRPs) collected from 8 chips. The extracted responses achieve an average of 49.42%, 38.25%, 9.95%, and 45.5% for uniformity, diffuseness, IntraHD, and uniqueness, respectively. Compared with state-of-the-art designs, the proposed design achieves an 86% reduction in area and a 65.1% reduction in power consumption while delivering 2
Identifiers
What OpenQuestion holds
Registered trials
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.