Table 2 Model comparison.
Model | Model expression | RMSE |
|---|---|---|
Model 5 | \(\alpha +{\alpha }^{k}+\delta {W}_{t}+f\left(S\right)+f\left(T\right)+f(P{M}_{10})\) Regional random effect, temperature, sunlight duration and particular matter \((\le 10)\) μm | 0.08868 |
Model 6 | \(\alpha +{\alpha }^{k}+\delta {W}_{t}+f\left(S\right)+f\left(T\right)+f(P{M}_{2.5})\) Regional random effect, temperature, sunlight duration and particular matter \((\le 2.5)\) μm | 0.08555 |
Model 7 | \(\alpha +{\alpha }^{k}+\delta {W}_{t}+f\left(S\right)+f\left(T\right)+f(P{M}_{2.5})+\gamma {H}_{t-\left({t}_{1}+{t}_{2}\right)}^{k}\) Regional random effect, , temperature, sunlight duration, particular matter \((\le 2.5)\) μm and humidity | 0.08717 |