Silicon validation is a critical step in the semiconductor manufacturing process, ensuring that silicon-based integrated circuits (ICs) meet design specifications and function correctly. In the context of nanotechnology, this process becomes even more intricate due to the nanoscale dimensions and the complex behavior of materials at such small scales.