Citation: Ba, T.L.; Gróf, G.;
Odhiambo, V.O.; Wongwises, S.;
Szilágyi, I.M. A CFD Study on Heat
Transfer Performance of SiO
2
-TiO
2
Nanofluids under Turbulent Flow.
Nanomaterials 2022, 12, 299. https://
doi.org/10.3390/nano12030299
Academic Editors: Ali Ahmadian,
Massimiliano Ferrara,
Abdon Atangana and
Soheil Salahshour
Received: 12 November 2021
Accepted: 11 January 2022
Published: 18 January 2022
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nanomaterials
Article
A CFD Study on Heat Transfer Performance of SiO
2
-TiO
2
Nanofluids under Turbulent Flow
Thong Le Ba
1,
* , Gyula Gróf
2
, Vincent Otieno Odhiambo
1
, Somchai Wongwises
3,4
and Imre Miklós Szilágyi
1,
*
1
Department of Inorganic and Analytical Chemistry, Faculty of Chemical Technology and Biotechnology,
Budapest University of Technology and Economics, Muegyetem rakpart 3, 1111 Budapest, Hungary;
vincent.odhiambo@mail.bme.hu
2
Center for Energy Research, Konkoly-Thege Miklós út 29-33, 1121 Budapest, Hungary; grof.gyula@ek-cer.hu
3
Department of Mechanical Engineering, Faculty of Engineering, King Mongkut’s University of
Technology Thonburi, Bangmod, Bangkok 10140, Thailand; somchai.won@kmutt.ac.th
4
National Science and Technology Development Agency (NSTDA), Pathum Thani 12120, Thailand
* Correspondence: kenty9x@gmail.com (T.L.B.); szilagyi.imre.miklos@vbk.bme.hu (I.M.S.)
Abstract: A CFD model was performed with commercial software through the adoption of the
finite volume method and a SIMPLE algorithm. SiO
2
-P25 particles were added to water/ethylene
glycol as a base fluid. The result is considered a new hybrid nanofluid (HN) for investigating heat
transfer (HT). The volume concentrations were 0.5, 1.0, and 1.5%. The Reynolds number was in the
range of 5000–17,000. The heat flux (HF) was 7955 W/m
2
, and the wall temperature was 340.15 K.
The numerical experiments were performed strictly following the rules that one should follow in
HT experiments. This is important because many studies related to nanofluid HT overlook these
details. The empirical correlations that contain the friction factor perform better with higher Reynolds
numbers than the correlations based only on Reynolds and Prandtl numbers. When temperature
differences are moderate, researchers may consider using constant properties to lower computational
costs, as they may give results that are similar to temperature-dependent ones. Compared with
previous research, our simulation results are in agreement with the experiments in real time.
Keywords: nanofluids; ANSYS; CFD; turbulent
1. Introduction
Common liquids such as water, ethylene glycol, thermal oil, etc., are used in HT
devices for different industrial applications. In the last few years, many studies have
improved the HT to maintain more suitable HT in different thermal systems [1,2]. The
hybrid nanofluid is a novel fluid with a hybrid nanofluid for high thermal conductivity
(k) and stability. Much research has been conducted on HT through a tube with different
nanofluids [3,4].
Hussein et al. investigated the impact of the cross area on HT and friction [5]. They
found that, compared with circular and elliptical pipes, flat pipes have a notable increment
of HT and pressure drop (PD). Additionally, they studied the augmentation of forced
convection HT in an automotive cooling system [6].
In many studies, researchers have combined different nanomaterials to obtain novel
composites with better properties [7,8] and nanofluids with higher HT efficiency [9–14].
Suresh et al. [15] synthesised Cu-Al
2
O
3
/water hybrid nanofluids with 0.1 and 2 vol%
via a two-step method. Nanofluids’ k and viscosity (μ) increased with an increase in
concentration growth. Madhesh et al. [16] studied the HT of Cu-Ti/water hybrid nanofluids
with 0.1–1.0 vol%; they observed that the convective HT coefficient was maximum, with
48.4%, at 0.7 vol%.
Nanomaterials 2022, 12, 299. https://doi.org/10.3390/nano12030299 https://www.mdpi.com/journal/nanomaterials