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In the end, the weak feature drawn in the strong background noise interruption can be extracted using the optimal parameters.
Using the optimal parameters, training of SVM is carried out for the learning of defective conditions of the pump.
We found that a measure that assesses both the coverage of all functional terms as well as the strong individual enrichment of every module (F-aucodds) performed very well, in a large majority of cases performing better than using the optimal parameters of another dataset (Supplementary Fig. 10) and random parameter settings (Supplementary Fig. 11).
Using the optimal parameters of alkaline activation, concretes with strengths up to 48 MPa were obtained after 28 days of curing at room temperature (25 °C).
After deposition by the micropen system and baking process, the fluorinated polyimide stripe optical waveguides with good morphology and surface quality can be fabricated using the optimal parameters.
The analytical results from two confirmation experiments using the optimal parameters confirm that the above performance characteristics in oil agglomeration process can be improved effectively through this approach.
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Consequently, confirmation experiment is conducted using the optimal parameter combination obtained from the research results.
By using the optimal parameter level combination, the direct tensile strength and flexural strength tests have been conducted.
The reconfirmation test using the optimal parameter settings demonstrates that the superhydrophobic surface can be achieved, and its contact angle is as high as 161.4°.
Powdered solid dispersion and pellets prepared using the optimal parameter settings showed approximately 30- and 70-fold increases in dissolution rate over the pure drug, respectively.
Both the predictions calculated during model training (using the optimal parameter values), i.e. cross-validated predictions, as well as the predictions on the test set were used.
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