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The implemented approach is coupling the IDA ICE 3.0 building performance simulation program with the GenOpt 2.0 generic optimisation program to find optimised values of five selected design variables in the building construction and HVAC system.
However, the best optimised values differed between both catchments.
HC is compared to mechanical stirring (MS) at optimised values.
However, the optimised values for aqueous suspension methods may be unnecessary for the attached system.
At obtained optimised values UC was compared with mechanical stirring (MS).
Performance of UC at optimised values was compared with mechanical stirring (MS).
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The angle (theta) is kept at the optimised value of (51.4^circ).
The results of the modelling corresponded well with observed values, provided an optimised value was used for the average wet-canopy evaporation rate.
For these three traits, it could also be seen that their MSE gradually increases as number of clusters increases, and the least k value (here, the value is 1) may not be the optimised value because of noise.
Fig. 4 Variation in mean error for parametric models (filled black circles) and non-parametric models using k-NN with an optimised value of k (open circles) for models that a do not include age and b include age.
Of the non-parametric methods tested (k-most similar neighbour (k-MSN), k-nearest neighbour (k-NN)), k-NN using an optimised value of k-most precisely predicted the 300 Index for 11 of the 14 constructed models.
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