Optimizing the dispersion of graphene sheets within a device matrix is vital for achieving optimal performance. The distribution of graphene structures 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 proper