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Sometimes just a small amount of parameter tuning can save weeks of processing and yield very good classification results.
It is shown that the controller is robust against noisy measurements, considerable amount of parameter variations, discontinuities in the command signal and large initial errors.
Further investigation is needed with attention not only to the amount of parameter change over time but also to bone resorption on radiological images.
Then a large amount of parameter analysis is conducted to investigate the influence of the elastic supported stiffness, load type, rise-to-span ratio, and slenderness on the ultimate resistance.
To reduce the amount of parameter sets that have to be identified (to cover the full operation range of the plant), a Multi-Model interpolation procedure is introduced as a last step.
DOE allows to separate the most important influencing factors on the targeted cutting process, to clarify their interaction, to reduce the overall amount of parameter sets that need to be examined and to identify the optimized parameter regions, respectively.
Similar(47)
Both models have in total the same amount of parameters ((24times (7+4+7)=432)) which represent similar effects.
Moreover, the amount of parameters used for calibration is a trade-off between accuracy and complexity.
The proposed algorithm estimates the minimal amount of parameters, and is computationally simple.
One aspect with this approach is to balance the amount of parameters with the accuracy of the approach.
The univariate model that we introduce now will have the same amount of parameters (also for the corresponding effects).
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Since I tried Ludwig back in 2017, I have been constantly using it in both editing and translation. Ever since, I suggest it to my translators at ProSciEditing.

Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com