Publications by authors named "Do Hyuck Kwon"
Sci Total Environ
February 2024
Article Synopsis
- Recent advancements in remote sensing and deep learning have led to the development of the Hierarchical Concatenated Variational Autoencoder (HCVAE), which effectively monitors harmful algal blooms (HABs) by analyzing hyperspectral data in bodies of water such as Daecheong Lake in South Korea.
- * HCVAE utilizes a multi-level hierarchical approach that allows for efficient extraction of key spectral features, enabling accurate estimation of chlorophyll-a (Chl-a) and phycocyanin (PC) concentrations with high agreement to measured values.
- * The study showcases HCVAE's ability to create spatial distribution maps of algal pigments using drone technology, thereby improving near-real-time monitoring and assessment of HABs.
