Table 8 External validation of proposed models.
S. No | Equation | Model | Recommended Range | ||
|---|---|---|---|---|---|
MEP | ANN | GEP | |||
1 | \(R\) | 0.994 | 0.993 | 0.978 | \(R>0.8\) |
4 | \({{R}_{o}}^{2}=1-\frac{{\sum }_{i=1}^{n}{\left({z}_{i}-{{e}_{ei}}^{o}\right)}^{2}}{{\sum }_{i=1}^{n}{\left({z}_{i}-{z}^{o}\right)}^{2}}\),\({{x}_{i}}^{o}=k\times {z}_{i}\) | 0.982 | 0.991 | 0.988 | \({{R}_{o}}^{2}\cong 1\) |
5 | \({{R{\prime}}_{o}}^{2}=1-\frac{{\sum }_{i=1}^{n}{\left({e}_{i}-{{z}_{i}}^{o}\right)}^{2}}{{\sum }_{i=1}^{n}{\left({e}_{i}-{e}^{o}\right)}^{2}}\),\({{z}_{i}}^{o}=k^{\prime}\times {x}_{i}\) | 0.981 | 0.976 | 0.999 | \({{R^{\prime}}_{o}}^{2}\cong 1\) |
2 | \(k={\sum }_{i=1}^{n}\frac{{(e}_{i}\times {z}_{i})}{{e}^{2}}\) | 0.971 | 0.965 | 0.967 | \(0.85<k<1.15\) |
3 | \({k}{\prime}={\sum }_{i=1}^{n}\frac{{(e}_{i}\times {z}_{i})}{{{z}_{i}}^{2}}\) | 0.933 | 0.921 | 1.013 | \(0.85<k^{\prime}<1.15\) |