Evidence map›Paper›PMID 42032096›Full record

ArticleScientific reports2026

Explicit electrothermal LLP VO

B A S F Sena, L A L de Almeida

Abstract read
In one paragraph

Article in Scientific reports, 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

2 authors.

B A S F Sena *Center for Engineering, Modeling and Applied Social Sciences, Federal University of ABC (UFABC), Santo André, SP, 09210-580, Brazil. sena.bruno@ifsp.edu.br.
L A L de Almeida *Center for Engineering, Modeling and Applied Social Sciences, Federal University of ABC (UFABC), Santo André, SP, 09210-580, Brazil.

Funding

Coordenação de Aperfeiçoamento de Pessoal de Nível Superior Finance Code 001
6 · The paper itself

Abstract

Vanadium dioxide (VO[Formula: see text]) devices exploit a thermally driven metal-insulator transition accompanied by strong hysteresis, making them promising candidates for compact memristive elements and neuromorphic functionalities. Here we present a fully explicit electrothermal LLP-VO[Formula: see text] model aimed at enabling practical implementation of LLP hysteresis operators in VO[Formula: see text] and related materials. The formulation couples a single thermal balance equation to a discrete LLP operator that governs the metallic fraction while capturing key Preisach-like features, including nested hysteresis loops and return-point memory. The resulting resistance expression combines an Arrhenius-type conduction term with a metallic offset. A systematic comparison between explicit Euler and fourth-order Runge-Kutta (RK4) time integration schemes examines numerical accuracy and solver-dependent stiffness effects across the transition region. The results indicate that LLP-based hysteresis can be simulated efficiently without introducing additional differential states, while maintaining numerical reproducibility. The proposed model may serve as a lightweight and implementation-ready framework for applications requiring controlled VO[Formula: see text] hysteresis behavior, and is designed to be compatible with SPICE-class solvers for future integration and benchmarking against HP- and Chua-type compact models.

Identifiers

PMID42032096
PMCPMC13358101

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.