Table 1 Recent experimental studies on measuring the DV and TC of THNFs.

From: Optimizing ternary hybrid nanofluids using neural networks, gene expression programming, and multi-objective particle swarm optimization: a computational intelligence strategy

Reference

Year

Base Fluid

Nanomaterials

Mixing Ratio

Temp (°C)

Concentration

TPP

16

2021

Water

GO/rGO: TiO2:Ag

5:1:1

25–50

0–0.5 wt%

DV

17

2019

Water

TiO2:MgO: CuO

1:1:1

2:1:1

1:2:1

1:1:2

1:3:6

15–65

0.1–0.5 vol%

DV, TC

18

2021

Water

Al2O3:TiO2:Cu

1:3:1

3:5:2

2:2:1

5:3:2

3:1:1

20–60

0.005–1 vol%

DV, TC

19

2020

Water

Al2O3:SiC: TiO2

1:1:1

35–40

0.01–0.1 vol%

DV

20

2021

Water

Al2O3:ZnO: Fe3O4

1:1:1

1:2:1

1:1:2

25–65

0.5–1.25 vol%

DV, TC

21

2021

Water

MWCNT: SiO2:Cu

1:1:1

15–65

1–3 vol%

DV, TC

22

2020

Water

Al2O3:CuO: TiO2

1:1:1

35–50

0.01–0.1 vol%

DV

23

2022

EG

rGO: Fe3O4:TiO2

1:1:1

25–50

0.01–0.25 wt%

DV

24

2020

EG

rGO: Fe3O4:TiO2

1:1:1

25–60

0.01–0.25 wt%

TC

25

2022

Water

MWCNT: MgO: ZnO

15:50:35

30–50

0.03–2 vol%

TC

26

2021

Water

ZnO: Al2O3:TiO2

1:1:1

20–45

0.025–0.1 wt%

TC

27

2020

EG/water

ZnO: TiO2:MWCNT

1:1:1

25–50

0.1–0.4 vol%

TC

13

2022

Oil

CeO2:GO: SA

1:1:1

5–55

0.25–1.5 vol%

DV

28,29

2023

Oil

GO: Fe3O4:TiO2

1:1:1

1:1:2

1:2:1

2:1:1

15–65

0.05–1 vol%

DV, TC

11

2023

Oil

MoO3:GO: MWCNT

1:1:1

5–65

0–1.5 vol%

DV