Evidence map›Paper›PMID 34835847›Full record

ReviewNanomaterials (Basel, Switzerland)2021

Thermophysical Properties of Hybrid Nanofluids and the Proposed Models: An Updated Comprehensive Study.

Mohammad M Rashidi, Mohammad Alhuyi Nazari, Ibrahim Mahariq, Mamdouh El Haj Assad, Mohamed E Ali, Redhwan Almuzaiqer, Abdullah Nuhait, Nimer Murshid

Abstract readReview
In one paragraph

Review in Nanomaterials (Basel, Switzerland), 2021. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 9 papers.

0numbers the graph read from it
0cells of the map it votes in
9citing 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

9 citing papers in PubMed.

  1. Thermal Conductivity and Dynamic Viscosity of Water-Based AlNanomaterials (Basel, Switzerland) · 2026
    Article
  2. Article
  3. Article
  4. Thermal Conduction in Hybrid Nanofluids and Aggregates.Nanomaterials (Basel, Switzerland) · 2024
    Article
  5. Article
  6. Article
  7. Nanoparticle Sphericity Investigation of Cu-AlNanomaterials (Basel, Switzerland) · 2022
    Article
  8. Article
  9. 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

8 authors.

Mohammad M RashidiInstitute of Fundamental and Frontier Sciences, University of Electronic Science and Technology of China, Chengdu 610054, China.ORCID 0000-0002-6309-8688
Mohammad Alhuyi NazariInstitute of Fundamental and Frontier Sciences, University of Electronic Science and Technology of China, Chengdu 610054, China.
Ibrahim MahariqCollege of Engineering and Technology, American University of the Middle East, Kuwait.ORCID 0000-0002-7222-3014
Mamdouh El Haj AssadSustainable and Renewable Energy Engineering Department, University of Sharjah, Sharjah P.O. Box 27272, United Arab Emirates.ORCID 0000-0001-6311-7925
Mohamed E AliMechanical Engineering Department, College of Engineering, King Saud University, P.O. Box 800, Riyadh 11421, Saudi Arabia.ORCID 0000-0001-8149-8098
Redhwan AlmuzaiqerMechanical Engineering Department, College of Engineering, King Saud University, P.O. Box 800, Riyadh 11421, Saudi Arabia.
Abdullah NuhaitMechanical Engineering Department, College of Engineering, King Saud University, P.O. Box 800, Riyadh 11421, Saudi Arabia.
Nimer MurshidCollege of Engineering and Technology, American University of the Middle East, Kuwait.ORCID 0000-0002-8329-239X

Funding

Deanship of Scientific Research at King Saud University Research Group Project No. (RGP-080).
6 · The paper itself

Abstract

Thermal performance of energy conversion systems is one of the most important goals to improve the system's efficiency. Such thermal performance is strongly dependent on the thermophysical features of the applied fluids used in energy conversion systems. Thermal conductivity, specific heat in addition to dynamic viscosity are the properties that dramatically affect heat transfer characteristics. These features of hybrid nanofluids, as promising heat transfer fluids, are influenced by different constituents, including volume fraction, size of solid parts and temperature. In this article, the mentioned features of the nanofluids with hybrid nanostructures and the proposed models for these properties are reviewed. It is concluded that the increase in the volume fraction of solids causes improvement in thermal conductivity and dynamic viscosity, while the trend of variations in the specific heat depends on the base fluid. In addition, the increase in temperature increases the thermal conductivity while it decreases the dynamic viscosity. Moreover, as stated by the reviewed works, different approaches have applicability for modeling these properties with high accuracy, while intelligent algorithms, including artificial neural networks, are able to reach a higher precision compared with the correlations. In addition to the used method, some other factors, such as the model architecture, influence the reliability and exactness of the proposed models.

Indexed as

dynamic viscosityhybrid nanostructuresthermal conductivitythermophysical features

Identifiers

PMID34835847
PMCPMC8623954

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.