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Additional information for this article is available online including:

  • S1. Comparison: Gauss-independence and linearisation assumptions

  • S2. Development: MSE and BVE under Gauss-independence assumptions

  • S3. Evaluation: Alternative updating schemes for EnKF

  • S4. Development: MSE and BVE for practical de-coupling

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