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· 2012 · DOI 10.1137/100785958

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math.ST 1

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2026 1

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A Data-Consistent Approach to Ensemble Filtering

math.ST · 2026-05-11 · unverdicted · novelty 7.0

QPCA-EnDCF is a deterministic ensemble data assimilation method that replaces stochastic observation perturbations with a spectrally regularized rank-κ update on whitened residuals, yielding better spread-skill and rank-histogram reliability than stochastic EnKF on Lorenz-96 in undersampled regimes.

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  • A Data-Consistent Approach to Ensemble Filtering math.ST · 2026-05-11 · unverdicted · none · ref 20

    QPCA-EnDCF is a deterministic ensemble data assimilation method that replaces stochastic observation perturbations with a spectrally regularized rank-κ update on whitened residuals, yielding better spread-skill and rank-histogram reliability than stochastic EnKF on Lorenz-96 in undersampled regimes.