Fatty acid methyl esters are a ubiquitous class of compounds found in various domains. Their diverse employment span across industries such as energy generation. Furthermore, the creation of fatty acid methyl esters involves a complex process that entails several essential stages. Understanding the characteristics of fatty acid methyl esters is