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The study was extended and developed to predict the roughness of polymer-based materials using the latest data mining techniques. Different types of particles are used in polymer-based materials, which characterize the roughness of polymer-based materials. The research study focused on predicting the roughness of bulk polymer materials using fly ash. Fly ash is an alternative material that is used to replace both cement and fine aggregate to some extent. Particles such as silica fume, limestone, and slag have been used in place of concrete, but flash has received more attention than other elements. It is important to express the insulation properties of polymer materials using the microwave nondevastative method. Finally, this article concludes by predicting the strength of polymer materials by measuring insulation properties using the microwave nondevastative method.