Advances in materials science have improved the composition of materials used in photocathode production that can operate at visible wavelengths and produce a beam with reduced transverse electron momentum spread; however, the surface roughness of the photocathode continues to limit beam properties. Researchers created computer models to bridge the gap to provide a better picture of the physics at the surface of the photocathode.