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For each learning (training) process, the network calculated output value is compared to the desired output value.
As a result, the calculated output current I n (t) had a correct shape but somewhat lower than the expected value at the plateau.
In this each point of the response surface (calculated output value of travel time) of the model, change in traffic volume and rain fall will be characterized by probability density function (PDF) of these inputs.
The calculated output values are then passed to the output element which properly configures the DAC output also including the nominal voltage restoring mechanism described in the previous section.
It is calculated as the calculated output power during a period of time in relation to the nominal operation with the system operating the whole day.
The normalized mean square error (NMSE) is then calculated to understand the error between the observed and calculated output waveforms.
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The main result is that most of calculated outputs from the two codes are in good agreement.
The developed EPR model is trained and tested for different control scenarios, on sets of data including different pumping patterns as inputs and the corresponding set of numerically calculated outputs.
The objective of training the FFBP is to find optimal connection weights (w*) in such a manner that the value of calculated outputs for each example matches the value of desired outputs.
The software enables to calculate output power during a selected period of time with given meteorological data.
Calculating output of these criteria in the form of cumulative distribution function forms a ground for reliability analysis of inadequate ventilation or thermal discomfort.
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Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com