Table 1 Al2O3/water properties.

From: Velocity prediction of nanofluid in a heated porous pipe: DEFIS learning of CFD results

Effective nanofluid properties

Correlation

Density52

\({\rho }_{{nf}}=(1-{\alpha }){\rho }_{{f}}+{\alpha }{\rho }_{{np}}\)

Heat capacity52,53

\({{c}}_{{p},{nf}}=\frac{(1-{\alpha })(\rho {{c}}_{{p}}{)}_{{f}}+{\alpha }(\rho {{c}}_{{p}}{)}_{{np}}}{(1-{\alpha }){\rho }_{{f}}+{\alpha }{\rho }_{{np}}}\)

Viscosity52

\({\mu }_{{nf}}=(1+7.3{\alpha }+123{{\alpha }}^{2}){\mu }_{{f}}\)

Thermal conductivity53

\({{k}}_{{nf}}/{{k}}_{{bf}}=1+64.7{\left({\alpha }\right)}^{0.7460}{\left(\frac{{{d}}_{{bf}}}{{{d}}_{{np}}}\right)}^{0.3690}{\left(\frac{{{k}}_{{bf}}}{{{k}}_{{np}}}\right)}^{0.7476}{{Pr}}^{0.9955}{R}{{{e}}_{{np}}}^{1.2321}\)

\({{Re}}_{{np}}=\frac{{\rho }_{{bf}}{{K}}_{{B}}{ T}}{3\pi {{\mu }_{{bf}}}^{2}\lambda }\)