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These are, among other things, the ad hoc approaches of coupling between various media, the simplification of modelling overland and/or river flow, and the excessive demand of computational time.
With this workflow of simplification of modelling and calculation, we can obtain important information about the parameters at less computational cost.
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In this study, feature selection is used mainly for the simplification of models for better feature interpretation, and for the reduction of overfitting.
A modified USLE model was proposed for the assessment of soil erosion risk, based on the simplification of model's parameters and the use of high spatial resolution datasets.
However, simplification of models resulted in the loss of this aspect.
We can see that by making this simplification of model, we lose a few edges, but most of the important local interactions between regions are kept.
In those simulations, apparent affinities of ATPases 1 and 2 were either the same (simplified versions of models 3 and 4) or only one ATPase was considered (simplification of model 2).
Within the deterministic setting, there is a growing number of studies on flux analysis that include issues related to simplification of models [ 7], while a stochastic treatment of flux is still lacking.
Since the simplification of puff modelling for mini computer used by Ludwig et al. in 1977, various models have been developed.
This allows a considerable simplification of biofilm modelling.
This paper will quantify how increasing levels of modelling simplifications decrease the accuracy of PCB FE models.
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Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com