In the current state, the filter codes are written under the assumption that the measurement errors enter linearly in the measurement equation. For instance in sequential_importance_particle_filter we compute the variance of the prediction errors, PredictedObservedVariance, by adding the covariance matrix of the measurement errors, H, to the covariance of the predicted observed variables.