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By employing the non-differentiable Maximum Likelihood Ensemble Filter (MLEF) method, a parallelized data assimilation system without the requirement of linearity and differentiability is developed. Under this system, several experiments are done on cloud environments with one-dimensional nonlinear advection model and simulated observations. The experimental results show that the parallel MLEF algorithm...