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Although the effect of adding the error predicted by an ANN reduced with lead time, probably due to the difficulty in recognizing longer patterns by neural networks, the predictions were fairly good till five time steps ahead.
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The adopted method of combining the numerical current estimation and its errors predicted by an artificial neural network resulted in prediction of the two components of ocean currents with good accuracy at both locations considered in this work.
Finally, the smaller errors predicted by the boosted training with the better internal predictivity (Fig. 4E vs 4D) do seem to be realized in the localized errors actually observed (Fig. 4B vs 4A), even though this was not obvious in the aggregate statistics (sPRED = 0.637 and sPRED = 0.633, respectively).
Furthermore, the applicability domain of GP models can be determined from the errors predicted by GP.
Maximum likelihood estimation simulations confirm the contribution of the different types of estimation errors predicted by the bound.
As the dispersion of the distribution of the differences increases with the errors predicted by GP, irrespective of the kernel or dataset considered, this error can be thus considered as a reliable estimate of the applicability domain (AD).
The contact force history curves, intra- and inter-laminar damage evolution process are found to be strain rate dependent, and thus the numerical errors predicted by the strain-rate-independent damage model significantly increase with the increment of the applied impact energy, which is unacceptable in practice for LVI with relatively high impact energies.
Next, we subtracted the number of swap errors predicted by chance from the measured number of swap errors (Fig. 3C).
This suggests that residual values in the range vary as expected due to random errors predicted by the linear regression model.
Single-point local cf measurement is tested experimentally, demonstrating the improved repeatability and standard error as predicted by initial error analysis.
The bar graph on the right shows the error predicted when the man is tracked by only the KF.
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Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com