One of the primary challenges is the scale discrepancy. Traditional FEA is well-suited for macroscopic structures, but nanomaterials exhibit unique behaviors that may not be captured accurately. Issues such as quantum effects, surface-to-volume ratios, and atomic interactions necessitate specialized multiscale modeling techniques.