“…In recent years, there has been continuous research on NC equations, such as in [ 8 , 10 , 11 , 12 , 13 ], which studied the natural convection of cavity-filled nanofluids. Ahmad [ 14 ] studied the effect of viscosity and thermal conductivity on natural convection in exothermic catalytic chemical reactions on curved surfaces, and in [ 10 , 15 , 16 , 17 , 18 , 19 ], Singh et al considered the effect of factors such as Lorentz force on natural convection.…”