The investigation focused on studying the effect of annealing temperature on the surface morphology and crystalline structure of ZnO films. The Electron-beam evaporation method was used to prepare thin films of zinc oxide (ZnO) on glass substrates. The annealing process was conducted at temperatures of 200°C, 300°C, 400°C, and 500°C for the samples. The phase and crystal structure of the samples were determined using an X-ray diffraction (XRD) device. Additionally, the statistical parameters of surface roughness and morphological analysis of the layer's surface were calculated using an Atomic Force Microscope. The obtained results were analyzed using Gwyddion software and MATLAB coding. The x-ray diffraction analysis confirmed that the samp...