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The network is trained by performing optimization of weights for each node interconnection and bias terms until the output values at the output layer neurons are as close as possible to the actual outputs.
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In this model assay, we have performed optimization of probe sequences and assay protocol by using synthesized target mimics.
Their optimizations can contribute to perform optimization of reservoir stimulation.
It is done by performing an optimization of appropriate surface based and voxel based similarity measures between donor region and a defined graft template.
Finally, the best scoring candidate structures are refined by performing a local optimization of the fit of the component structures with respect to the assembly density map.
Further, we gained insight into configuring the network's cameras by defining a set of metrics and discovering Pareto-efficient configurationsrations by performing multiobjective optimization on a large volume of real data recorded by the system.
Thanks to the dispersion relation, the coefficients in the diffusive representation are obtained by performing an optimization procedure in the frequency range of interest.
The optimal design is developed by performing two optimizations: the reflux ratio of the main column is determined by the first optimization, and the flows of the interconnection streams, which minimize the thermal load of the Petlyuk column are determined by the second one.
By performing such optimization steps and with experienced handling, it should be possible, according to the manufacturer of the laser machine, to achieve catapulting efficiency of over 90%.
The effectiveness of the two methods to obtain the set of unknown parameters has been verified by performing a number of optimization processes starting from initial values of parameters selected randomly.
By performing this type of optimization, the design changes are kept to a minimum, and the focus is instead shifted to variance control.
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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