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An excellent agreement is obtained between the predicted performance and the experimental results.
However, differences between the predicted performance of source zone partial mass reduction and the known true performance were reasonably small.
A comparison between the predicted performance given by the adjusted model and the measured ones in outdoor conditions modules for two specific days (sunny and cloudy) was presented.
Furthermore, a clear difference is observed between the predicted performance for the remedial action scenario versus that for a no-action scenario, which is consistent with the true system behavior.
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Furthermore, the optimal preparation conditions were forecasted, and membranes with desired performances, for instance, higher pure water flux (PWF) and bovine serum albumin (BSA) rejection ratio (RR) 80 90% were fabricated with the standard deviation between the predicted performances and validation experimental values less than 10%.
In each experiment, the predicted performance was compared to the actual observed performance.
The significance of the proposed model is as follows: (1) feature selection is implemented on a reduced feature space, so that the dimension of optimal feature subset is smaller; (2) the fitness function in CBPSO algorithm optimizes the predicting performance and the correlation between features and target variable.
As the 36-year productivity data indicated the existence of significant home-site advantages (Fig. 3E), comparisons of the performance of local plants and foreign plants transferred downslope could be used to predict the gap between the optimum and predicted performance under new climatic conditions.
Anyway, very often a great difference is experienced between predicted performance of building elements as calculated using the methods prescribed in technical standards, and the one considering as-build conditions, particularly in the field of building renovation where the envelope thermal transmittance value must be measured on site.
Comparisons between measured and predicted performance of some thirty representative models are summarized and discussed in terms of the relative significance of their relevant physical and operational features on their attenuation performance.
In a related study, we build on this work to predict future VISION 2020 target performance and identify associations between predicted performance and HReH structure [ 34].
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Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com