2024/08/07 EMIT SAT - Manifolds

Slides

PPT: 

• • https://docs.google.com/presentation/d/1lqlM1jY1Q-njz4ThseJ8u1_X2XF8Iib1/edit?usp=drive_link&ouid=113979904403707563673&rtpof=true&sd=true 

PDF: 

• https://drive.google.com/file/d/18ZOQYsCng9NCJOMWLlhJRKQoq7mhqN5U/view?usp=drive_link 

Main paper being discussed

• Topological Generality and Spectral Dimensionality in the Earth Mineral Dust Source Investigation (EMIT) using Joint Characterization and the Spectral Mixture Residual. D. Sousa and C. Small. 2023. https://doi.org/10.3390/rs15092295 

Other relevant papers

•  Joint Characterization of Multiscale Information in High Dimensional Data. D. Sousa and C. Small. 2021. https://doi.org/10.54364/AAIML.2021.1113   

• The Spectral Mixture Residual: A Source of Low-Variance Information to Enhance the Explainability and Accuracy of Surface Biology and Geology Retrievals. D. Sousa, P. Brodrick, K. Cawse-Nicholson, J. Fisher, R. Pavlick, C. Small, and D. Thompson. 2022. https://doi.org/10.1029/2021JG006672   

• Joint Characterization of the Cryospheric Spectral Feature Space. C. Small and D. Sousa. 2022. https://doi.org/10.3389/frsen.2021.793228   

• Hyperspectral Reconnaissance: Joint Characterization of the Spectral Mixture Residual Delineates Geologic Unit Boundaries in the White Mountains, CA. F. Sousa and D. Sousa. 2022. https://doi.org/10.3390/rs14194914  

• Joint Characterization of Spatiotemporal Data Manifolds. D. Sousa and C. Small. 2022. https://doi.org/10.3389/frsen.2022.760650  

• Joint Characterization of Sentinel-2 Reflectance: Insights from Manifold Learning. D. Sousa and C. Small. 2022. https://doi.org/10.3390/rs14225688 

• Multisensor analysis of spectral dimensionality and soil diversity in the great central valley of California. D. Sousa and Small, C. 2018. https://doi.org/10.3390/s18020583