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This is of special interest in the Petrochemical Industry where most of the PID controllers have a fixed design criterion, load disturbances rejection or setpoint following, like in model predictive control applications.
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Finally, the key design criteria loading rate, reactor type, oxygen demand, and nutrient requirements are summarized.
Use of any of the three criteria loading weights, regression coefficient significance or VIP, produces the same type of behavior.
A cross-comparison of the criteria loading weights, regression coefficient and VIP based elimination procedure is also made.
In the left panels we show the results for our procedure using the criteria loading weights, regression coefficient and VIP during selection.
In Figure 6 we show the selectivity scores sorted in descending order for the three criteria loading weights, regression coefficients and VIP, and for the alternative methods Forward, Lasso and ST-PLS selection.
It should be noted that the testing cycles follow the Japanese standard loading criteria; however, instead of repeating the loading sequence three times, only one sequence is used.
It should be noted that the testing cycles followed the Japanese standard loading criteria; however, instead of repeating the loading sequence three times, only one cycle was used.
To balance the complexity caused by real PDF and potentially ignored information in interval-based measures like PICP, pinball loss function is presented as a sound evaluation criterion for load forecasting.
Only items with factor loadings greater >0.40 as the minimum criterion for loading were retained.
In accordance with the original development paper, item loadings were considered optimal if they were >0.40 on one factor and <0.30 on any other factor [ 12]; a less conservative criterion of loading >0.30 (without concern for double loadings) was also adopted [ 24].
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