Yao Xiao

Preserving Structure in Variational Data Assimilation of Hyperbolic Conservation Laws via Regularization

Hyperbolic conservation laws pose a challenging setting for variational data assimilation, since the Gaussian assumption imposes a smoothness that smears jump discontinuities. A sparsity promoting regularization can help to mitigate this problem by incorporating a structural prior into the variational objective. Care m...