This work aims to develop a finite element (FE) model for predicting temperature and moisture ratio of potato cylinders having diameters of 8, 10, 13 mm and 50 mm length during solar drying using COMSOL Multiphysics software. The developed model computed conduction, convection, and radiation with appropriate governing and boundary conditions by coupling heat transfer in solid, laminar flow, transport of diluted species, and moving mesh modules together. Moving mesh module was employed to embrace the effect of inevitable shrinkage parameter all through solar drying. Experimentations and calculations were done based on the requirement of FE model. The developed model showed the increment of product temperature from 299.51-313.73 K, 299.07-313.03 K, and 298.34-314.57 K in case of 8, 10, and 13 mm diameter samples for an effective drying period of 3 h 15 min, 4 h 15 min, and 5 h, respectively. At the same time, the moisture content reduced from 83.57%, 86.57%, and 82.12% (wb) to 9.08%, 9.99%, 10.44% (wb) for the respective samples. To prove the reliability of the FE model predicted results, an attempt was made through the artificial neural network (ANN) model for describing the drying performance of the potato as well. It was found that the FE model better simulated the drying behavior with higher R 2 values (R 2 = 0.988-0.995). The drying chamber air temperature was also simulated from FE model and validated with experimental data during drying of samples. The prediction capability of FE proposed model based on statistical error analysis showed lower values than ANN model. Nomenclature: ΔC, Moisture concentration gradient (kg/m 3 /m); A, Surface area (m 2 ); C, Moisture concentration (mol/m 3 ); C a , Specific heat capacity of the air (J/kg/K); C p , Specific heat capacity of the product (J/kg/K); D, Diameter of product (m); D eff , Effective moisture diffusivity (m 2 /s); h c , Convective heat transfer coefficient (W/m 2 /K); h c,p-a , Convective heat transfer coefficient (air and absorber plate) (W/m 2 /K); h m , Convective mass transfer coefficient (m/s); h r,p-g , Radiative heat transfer coefficient (glass cover and absorber plate) (W/m 2 /K); I, Solar insolation (W/m 2 ); J 1 , First order Bessel functions of the first kind; J o , Zeroth order Bessel function of the first kind; k, Thermal conductivity