What are the Challenges of Spectral Unmixing in Nanotechnology?
Despite its powerful capabilities, spectral unmixing faces several challenges in the field of nanotechnology:
- Spectral Overlap: Nanoscale materials often exhibit overlapping spectral features, making it difficult to distinguish between them. - Noise: Spectral data can be noisy due to instrument limitations or environmental factors, complicating the unmixing process. - Complexity: The complex nature of nanoscale interactions can result in non-linear spectral mixing, requiring advanced algorithms to accurately decompose the signals.
