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However, differently from the channel estimators of [21, 22], the proposed channel estimators exploit the reliability of the estimated data and can thus also work in the presence of nonorthogonal pilot designs.
Fig. 12 Comparison between the estimated data and the ground truth data.
Figure 13 shows the results of the RMSE between the estimated data and the ground truth data.
In this experiment, using the proposed method, condition (3), the RMSE between the estimated data and the ground truth data was statistically significantly decreased in all cases.
As described in the "Experimental purpose" subsection, the RMSE between the estimated data and the ground truth data was the evaluation parameter of the demodulation accuracy.
According to the excellent performance in spiking regimes, where nonlinearities are stronger, we expect also a good agreement between the estimated data and the prescribed synaptic conductances.
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Using two probes to estimate data and ACK delivery ratios separately allows the routing layer to properly model asymmetric links and to cope with the hidden node phenomena.
For the small percentage of areas that had merged or split, we used population weights to estimate data, and for some of these (approximately 1% of all LSOAs) population estimates were outside the 1000-3000 rasge, as would be expected.
Model validity was controlled by plotting the estimated data vs. observed data and model residuals.
A good agreement between the experimental data and the estimated data are obtained except for the biomass where a divergence was observed after 40 h of investigation.
Supplementary Fig. S5 shows small difference between the averaged measured and estimated data.
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Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com