Introduction: The petroleum refining industry is crucial to producing fuels, lubricants, and chemicals that power the global economy. During the refining process, impurities in crude oil must be removed to ensure the quality of the final products. Molecular sieves are used extensively in petroleum refining due to their ability to adsorb s