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Moreover, a set of the model parameter configurations were compared as a focused sensitivity analysis of the PDF shape variation.
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Before starting the pattern search, the generalization accuracy is always assessed with the default model parameter configuration.
In the "Parameter Optimizer" widget interface the sampling technique used to assess the generalization accuracy at each model parameter configuration can be selected.
By taking the electrical parameters of current (I), real power (P), reactive power (Q), and power factor (PF) at every one-minute and employing RAkEL (RAndom k-labELsets) with Decision Tree as the multi-label classification algorithm together with the right model parameter configuration.
One important application of such models is to predict parameter configurations that yield an event of scientific significance.
For example, in the Ar(1) plus noise model the null parameter configuration will be at the boundary of the admissible parameter space if and only if the non-signal component is identically 0 (see Harvey 1989; Fiorentini and Planas 2001 for other examples of admissibility restrictions on the model parameters).
Each model parameter is initialized in the configuration according to the respective datasheets and the simulation requirements.
We observed that, even when we allowed for greatly different parameter configurations, the connecitvities modelled by the magenta and grey models are still chemotactic, hence our invalidation is robust.
Visual representation of configuration hierarchies : JC-RM guides the user in creating a hierarchy of parameter configurations for a model.
Based on the choices for these 3 parameters, there are 3 × 3 × 2 = 18 possible parameter configurations (so the aforementioned ninety models are generated by the 5 basic model types, each with 18 different parameter settings).
The model describes the spreading of axisymmetric droplets considering different material and process parameter configurations.
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Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com