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The ANN also eliminates the complicated and time-consuming optimization process used in Section "Optimal normalized threshold with respect to J".
The system is optimized at R=100 m, z 0=0 and θ=ϕ=0°, which satisfies the optimal normalized subarray separation product ({N_{ssp}} = frac {{{S_{t}}{S_r}}}{{lambda R}} = frac {1}{4}) in (18).
In Section "Optimal normalized threshold with respect to J", the relationship between the joint metric and optimal normalized threshold is established.
The optimal normalized threshold was determined using performance results for the CM1 and CM2 channels.
These key parameters include the optimal normalized coupling parameters and the optimal normalized saturable absorber parameters that maximize the output energy or maximize the peak power, and the corresponding normalized energy, normalized peak power, and normalized pulse width.
Before training the ANN, the relationship between J and the optimal normalized threshold ξopt must be established.
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With one coefficient erased, a tight frame is again optimal among normalized frames, both in average and worst-case scenarios.
Table 1 Optimal values of normalized global threshold for varying values of normalized local threshold Sample no.
In order to obtain the normalized optimal precoding vector to suppress the noise, the location should be normalized in each iteration.
The network lifetime of the lowest ETX scheme linearly decreases to the normalized optimal value as the link threshold increases.
Figure 3 shows the recommendations, which are represented by points of the optimal solution on normalized fuzzy scales (between (pm )1).
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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