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The results have shown that RBFNN performs much better than both MLR and RK with much higher ratio of performance to deviation (RPD) and lower prediction errors (mean absolute error (MAE), mean relative error (MRE) and root mean squared error (RMSE)).
There is potential for improving the model performance, as indicated by the current ratio of performance to deviation (1.6).
The overall mean error (ME) was 0.06 g kg− 1 and ratio of performance to deviation (RPD) was 2.34.
Model performance was evaluated on the validation set based on the standard error of prediction (SEP), the ratio of performance to deviation (RPDv), and the ratio of performance to interquartile range (RPIQv).
Prior approaches to quantifying robustness rely on the standard deviation of system responses or the expected ratio of performance under perturbation to nominal performance.
All four C pools were estimated well using VNIR-DRS and PLSR (R2 > 0.77, residual prediction deviation > 2), ratio of performance to inter-quartile distance > 1.62.
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Since the produced gas derived from coal gasification has a varying ratio of H2/CO (Zheng and Furinsky 2005), there is a need to investigate the effect of H2/CO ratio on performance of RDR reaction.
All models reached coefficients of determination above 0.90 and ratios of performance to deviation above 2.8.
Open image in new window Fig. 6 Ratios of performance measures in the test period.
But the dispersion (in terms of max/min ratios) of performance in this group is also larger than in the two other groups.
Interestingly, the ratio of the performance gains corresponds to the ratio of the mean normalized differences: 0.8/1 dB = 0.8 = 0.16/0.2.
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Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com