The importance of feature extraction lies in its ability to simplify complex datasets, enabling researchers to focus on the most relevant information. In the context of nanotechnology, this can help in improving the efficiency of nanodevices, enhancing the performance of nanomaterials, and accelerating the development of new applications. By isolating key features, scientists can better understand the underlying mechanisms and optimize their designs accordingly.