Evidence map›Paper›PMID 42073782›Full record

ArticleMaterials (Basel, Switzerland)2026

Computational Analysis in Laminar Flow of Several Nanocolloids with PEG 200 and MgO/MWCNTs Nanoparticles.

Alina Adriana Minea, Catalin Andrei Tugui, George Catalin Tofan, Elena Ionela Chereches

Abstract read
In one paragraph

Article in Materials (Basel, Switzerland), 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

4 authors.

Alina Adriana MineaFaculty of Materials Science and Engineering, Technical University Gheorghe Asachi Iasi, Bd. D. Mangeron 63, 700050 Iasi, Romania.ORCID 0000-0002-2473-184X
Catalin Andrei TuguiFaculty of Materials Science and Engineering, Technical University Gheorghe Asachi Iasi, Bd. D. Mangeron 63, 700050 Iasi, Romania.ORCID 0009-0004-5878-3383
George Catalin TofanFaculty of Materials Science and Engineering, Technical University Gheorghe Asachi Iasi, Bd. D. Mangeron 63, 700050 Iasi, Romania.ORCID 0009-0008-6217-4301
Elena Ionela CherechesFaculty of Materials Science and Engineering, Technical University Gheorghe Asachi Iasi, Bd. D. Mangeron 63, 700050 Iasi, Romania.ORCID 0000-0002-7915-9270

Funding

CNCS-UEFISCDI 18PCE/08.01.2025
6 · The paper itself

Abstract

This study presents a numerical investigation of the laminar forced convection of polyethylene glycol-based nanocolloids within a horizontal pipe. To bridge the gap between theoretical predictions and practical performance, simulations were conducted over a Reynolds number range of 500 to 2000, utilizing a model validated against laboratory-scale experimental data and well-defined boundary conditions. Our analysis focuses on the thermal behavior of polyethylene glycol 200 enriched with metal oxide nanoparticles and multi-walled carbon nanotubes, which were selected for their capacity to enhance thermal conductivity while maintaining manageable viscosity. The results demonstrate that PEG 200-based nanocolloids significantly improve heat transfer performance in the laminar regime. This enhancement is attributed to the superior intrinsic thermal properties of the nanoparticles and the complex synergistic interactions-such as Brownian motion and thermophoresis-between the particles and the PEG base fluid. A critical evaluation of the standard approach of incorporating thermophysical properties into the numerical approach led to significant discrepancies in flow predictions. Additionally, our study establishes that assuming constant thermophysical properties during the heating process introduces simulation errors exceeding 10%. These findings underscore the necessity of incorporating temperature-dependent, experimentally validated data into numerical models to ensure predictive accuracy. Ultimately, this work advocates for a nuanced approach to nanocolloid design that prioritizes the specific chemical and rheological compatibility between nanoparticle types and the base fluid.

Indexed as

heat transfer coefficientlaminar flownanocolloidsPEG 200PEG 400

Identifiers

PMID42073782
PMCPMC13117942

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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.