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Alternative approaches rest upon neural networks, which improve fitting models for modeled and observed microstructural data (Bhadeshia 1999).
a Scatter plot for fitted and observed factors and b line plot for modeled and observed factors for cold category.
a Scatter plot for fitted and observed factors and b line plot for modeled and observed factors for cold category Open image in new window Fig. 7 Results of dummy-variable hourly regression models of weekends for trucks.
a Scatter plot for fitted and observed factors and b line plot for modeled and observed factors for cold category Open image in new window Fig. 3 Results of dummy-variable regression models of weekends for trucks.
In scenarios where the modeled and observed contexts match, context-dependent models can be expected to result in better performance, whereas context-independent models are preferred otherwise.
The results indicate that, in this case, the climate driven and, therefore, time-dependent degradation model produces a good fit between the modeled and observed landform profiles.
Most often, parameters of an ODE model are estimated by minimizing the squared error between modeled and observed expression (2) where x(t i) denotes the solution to the ODE (Eq. 1) with parameters θ.
The modeling results showed that the root mean square errors between modeled and observed removal rates were 8.73 and 11.03% for calibration and validation runs, respectively.
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The RMS-about-mean of differences between modeled and calibrated observed non-gravitational accelerations is much lower than the signal variation magnitude for all three axes (Table 4).
Emmert et al. ([2012]), when interpreting the difference between the observed and modeled CO2 concentration in the lower thermosphere, assumed some increase in eddy diffusion to get an agreement between model-based and observed CO2 concentrations.
When applied to the entire dataset (2002 2015), the linear relationship between the GLF-modeled and the observed values had intercept = 0.000, slope = 0.999, and r 2 = 0.820.
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