Optimizing the dispersion of graphene flakes within a device matrix is vital for achieving optimal performance. The arrangement of graphene layers directly impacts its thermal properties, ultimately influencing the device's overall efficiency and functionality. Precisely controlling the dispersion process allows for fine-tuning of these properties,