Search Results for author: Juan Nathaniel

Found 3 papers, 2 papers with code

Deep Generative Data Assimilation in Multimodal Setting

2 code implementations10 Apr 2024 Yongquan Qu, Juan Nathaniel, Shuolin Li, Pierre Gentine

To our knowledge, our work is the first to apply deep generative framework for multimodal data assimilation using real-world datasets; an important step for building robust computational simulators, including the next-generation Earth system models.

Image Generation Uncertainty Quantification

Aboveground carbon biomass estimate with Physics-informed deep network

no code implementations25 Oct 2022 Juan Nathaniel, Levente J. Klein, Campbell D. Watson, Gabrielle Nyirjesy, Conrad M. Albrecht

Furthermore, models that learn from SIF-based GPP in addition to radar and optical imagery reduce validation RMSE by almost 10% and the standard deviation by 40%.

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