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ML detector was found to give best performance at the cost of dramatically increased computational complexity.
The hyperparameters which give best performance results on the validation dataset are picked.
The performance of buffer zone, perfectly matched layer, far-field, and characteristic non-reflective methods is compared, following an optimisation of the tuneable parameters in each method to give best performance.
The parameters that give best performance were chosen and fixed for all the random sampling and leave-one-out cross-validation (LOOCV) experiments.
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From the abovementioned results, it can be stated that ANN gives best performance considering statistical measures rather than conventional approach.
For example, when nodes move with 1.5 m/s, f = 0.7 gives best performance and chooses the optimal amount of handovers.
Simulations show a better weight transfer to the bit, with a low frequency and high amplitude force excitation giving best performance.
At last, a parametric study was carried out using finite element method to examine that which type of openings gives best performance during loading.
We show that, which of these architectures gives best performance depends, inter alia, upon characteristics of a related non-networked design, plant disturbances and reference signal.
We manually optimized all these parameters and selected the one which gives best performance.
I have to give my best performance at that very moment".
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Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com