Evidence map›Paper›PMID 42000814›Full record

ArticleScientific reports2026

Numerical evaluation of a bio-inspired hybrid nanofluid-based cooling technique for high-efficiency CPVT system.

M Sheikholeslami, M Momeni Larimi, H J M Mohammed

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. Cited by 2 papers.

0numbers the graph read from it
0cells of the map it votes in
2citing 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

2 citing papers in PubMed.

  1. Article
  2. Article
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

3 authors.

M SheikholeslamiDepartment of Mechanical Engineering, Babol Noshirvani University of Technology, Babol, Islamic Republic of Iran. mohsen.sheikholeslami@nit.ac.ir.
M Momeni LarimiDepartment of Mechanical Engineering, Babol Noshirvani University of Technology, Babol, Islamic Republic of Iran.
H J M MohammedDepartment of Mechanical Engineering, Babol Noshirvani University of Technology, Babol, Islamic Republic of Iran.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

This work conducts a comprehensive numerical study of a concentrated photovoltaic–thermal (CPVT) system equipped with a V-trough reflector, with the objective of enhancing output power under realistic operating conditions. Water was employed as the cooling medium, and its heat transfer capability was improved by dispersing hybrid Ag–MgO nanoparticles. To further strengthen convective heat removal, a novel bio-inspired turbulator, designed based on the geometric arrangement of hedgehog spines, was introduced into the cooling channel to intensify flow disturbance. The investigation also accounted for the detrimental effects of dust deposition on PV efficiency and evaluated the effectiveness of a SiO₂ nanoparticle-based self-cleaning coating as a mitigation strategy. Optical analysis of the reflector–PV configuration was performed using SolTrace, yielding an optical efficiency of 85.82%. Internal heat generation within the photovoltaic layers was modeled using user-defined functions (UDFs) integrated into the numerical framework. Validation against previously published experimental data demonstrated excellent agreement, confirming the reliability of the computational model. The results revealed that the V-trough reflector increased CO₂ mitigation by 56.47%, although it caused a 6.4% reduction in electrical efficiency. Employing hybrid nanofluid cooling significantly enhanced the total power output, achieving a value 5.19 times higher than that of an uncooled conventional PV module. While the reflector alone reduced the overall system efficiency by 6.39%, this reduction was limited to 3.2% when turbulator-assisted cooling was applied. The bio-inspired turbulator decreased the average module temperature by 8.28%, and the use of hybrid nanofluid (with concentration of 0.02) led to a 14.18% improvement in electrical efficiency relative to the baseline case. Further improvement was achieved by increasing the coolant inlet velocity, which improved CO₂ mitigation by 1.51%, overall efficiency by 7.42%, temperature uniformity by 41.42%, and useful thermal energy recovery by 11.82%. Dust deposition was found to significantly degrade performance, reducing electrical efficiency by 36.72%. However, the application of the SiO₂-based self-cleaning coating effectively mitigated these losses, enhancing CO₂ mitigation by 27.96%, overall efficiency by 13.71%, and total power output by 8.4%. In summary, this study proposes an integrated CPVT configuration that simultaneously incorporates optical concentration, hybrid nanofluid cooling, bio-inspired flow disturbance enhancement, and anti-soiling surface treatment.

Indexed as

CO2 mitigationConcentrated photovoltaic–thermal (CPVT)Dust depositionHeat transfer enhancementHedgehog-quill turbulatorHybrid nanofluidOptical modelingSelf-cleaning SiO2 coatingV-trough reflector

Identifiers

PMID42000814
PMCPMC13128854

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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.