The developed optimization workflow can be used by the industries and experimentalists as it presented adaptability to various optimization constraints across different application domains to meet real-world demands. An illustrative example involves an experimentalist utilizing the developed ML model to initially validate the optimal combination of manufacturing parameters needed to achieve the desired properties of a GDL. This validation occurs prior to the actual fabrication of the GDL.