A numerical study on the Rayleigh–Benard convection in a shallow cavity filled with different metal-oxide water-based nanofluids is presented through two-phase model, which accounts for effects of Brownian diffusion and thermophoresis, at variable properties temperature. Numerical simulations are executed values average volume fraction nanoparticles, aspect ratios enclosure, as well temperature...