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ENTITY Data assimilation

Data assimilation

PulseAugur coverage of Data assimilation — every cluster mentioning Data assimilation across labs, papers, and developer communities, ranked by signal.

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  1. RESEARCH · CL_111236 ·

    Machine learning enhances uncertainty quantification in data assimilation

    A new research paper explores the application of conformal prediction (CP), a machine learning technique, for quantifying uncertainty in data assimilation, particularly within numerical weather prediction. The study eva…

  2. RESEARCH · CL_82117 ·

    Latent diffusion models enhance subsurface flow data assimilation

    Researchers have developed a new method for data assimilation in subsurface flow simulations by leveraging latent diffusion models (LDMs). This approach aims to improve the calibration of model parameters to match obser…

  3. RESEARCH · CL_08668 ·

    Researchers compare data assimilation and likelihood-based inference for agent-based models

    A new paper systematically compares Data Assimilation (DA) and Likelihood-Based Inference (LBI) for estimating latent states in Agent-Based Models (ABMs). While DA is broadly applicable and good for aggregate prediction…