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. 2021 Aug 3;11:15678. doi: 10.1038/s41598-021-95269-z

Table 2.

Empirical correlations for calculating the nanofluid thermophysical properties based on the experimental data of Ho et al.4.

Properties Volume-fraction dependent Root mean square deviation
Dynamic viscosity μmμbf=1+4.97φ+222.4φ2 0.024393
Thermal conductivity kmkbf=1+2.72φ+4.97φ2 0.02069
Volumetric expansion coefficient βm=(1-φρbfβbf+φρpβp)/ρm 0.033401
Density ρm=1-φρbf+φρp 0.002291
Specific heat capacity Cpm=(1-φρbfCpbf+φρpCpp)/ρm 0.033401