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For carriageway movement, ANN 3 model gives better fitness of observed data.
ANN model gives better performance in fitness of model and future prediction of flow parameters.
It is observed from the results and calculated errors that decomposition model gives better results compared to conventional forecasting methods.
However, the MFP model gives better estimates than the other two models for estimating reference evapotranspiration at all stations.
The proposed model gives better predictions than the other assessment methods over a range of problems investigated.
From these results it is shown that the extended reaction model gives better agreement with the measurements.
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On the other hand, the nominal response model gave better result for median-barrier crashes.
For all cases, the proposed ANN model gave better performance than all of the studied correlations.
The Redlich Peterson and Freundlich model gave better fitting as compared to Langmuir model for individual adsorption.
The predictive capabilities of different modelling techniques are compared and discussed and the CDM model gave better correlation with experiments.
In addition, the kinetic models investigated in this study indicated that pseudo-second-order kinetic model gave better results than other models.
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