Several factors influence adsorption energy, including the nature of the adsorbate, the characteristics of the catalyst surface, and temperature. The chemical structure and polarity of the adsorbate can significantly affect how it interacts with the catalyst. Surface properties such as roughness, surface area, and the presence of functional groups also play a vital role. Temperature can alter the kinetic energy of molecules, thus impacting adsorption energy.