ArticleScientific reports2025
Simulation study of the influence of circular arc vortex generator size on the heat transfer characteristics of fin-and-tube heat exchanger.
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.
- Influence of casing material on the heat transfer performance of solid-state drives under natural convection.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
No grant is acknowledged in the PubMed record.
Abstract
Vortex generators (VGs) are extensively utilized in refrigeration equipment to enhance heat transfer performance. This study investigates the geometric optimization of circular arc VGs for improving the thermal performance of fin-and-tube heat exchangers (FTHEs) through numerical simulations. Key geometric parameters (central angle (θ), height (H), inclination angle (α), and attack angle (β)) were systematically analyzed to evaluate their effects on the heat transfer factor (j), friction factor (f), and thermal performance factor (JF). Simulations conducted via ANSYS Fluent 2021R1 revealed that increasing θ enhances vorticity and heat transfer efficiency, with JF rising by 5.2% at θ = 35°. An optimal height of H ≥ 0.8 mm was identified, achieving a 13.0% improvement in j at H = 1.6 mm. While inclination angles below 35° demonstrated minimal impact, inclination angles exceeding 35° significantly intensified turbulent mixing, resulting in an 8.2% increase in j at α = 50°. Higher β value is beneficial to enhance convective heat transfer, achieving 2.0% improvements in JF at β = 30°. This study highlights the critical importance of VG size in optimizing the balance between heat transfer enhancement and pressure loss. These findings offer practical insights for designing energy-efficient FTHEs and advancing sustainable refrigeration technologies.
Indexed as
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.