Table 3.
Alpine, non-alpine and area-specific LUR models for NO2
Area(s) | N | Model | Model | Measures of spatial autocorrelation | LOOCV | ||||
---|---|---|---|---|---|---|---|---|---|
Adj R2 | R2 | RMSE | P-value of association of residuals with areaa | Moran’s I (p-value) | R2 | RMSE | |||
Alpineb | 78 | NO2 = 7.97 + BUILDINGS_25 * 0.0124 + POP_500 * 0.00658 + TRAFNEAR * 0.000871 + URBGREEN_2000 * -0.00000497 | 0.50 | 0.53 | 6.6 | 0.1593 | 0.011 (0.8387) | 0.46 | 7.0 |
Non-alpinec | 234 | NO2 = −0.83 + NO2_2010 * 0.855 + MAJROADLENGTH_25 * 0.201 + HDRES_250 * 0.0000266 | 0.64 | 0.65 | 6.3 | 0.0010 | 0.0658 (0.2217) | 0.63 | 6.4 |
Aarau | 40 | NO2 = 2.29 + TRAFLOAD_25 * 0.0000139 + BUILDINGS_75 * 0.0012 + INDUSTRY_5000 * 0.00000332 + MAJROADLENGTH_500 * 0.00179 | 0.87 | 0.88 | 2.7 | - | −0.149 (0.1524) | 0.84 | 3.0 |
Basel | 40 | NO2 = −1.86 + NO2_2010 * 0.738 + HEAVYTRAFLOAD_25 * 0.0019 + HEAVYTRAFLOAD_500 * 0.00000136 + WATER_500 * 0.0000329 | 0.76 | 0.78 | 3.3 | - | −0.154 (0.0913) | 0.64 | 4.0 |
Davos | 38 | NO2 = −6.19 + TRAFLOAD_150 * 0.00000604 + NO2_2010 * 1.63 + ROADLENGTH_50 * 0.0552 + BUILDINGS_25 * 0.0102 | 0.69 | 0.73 | 6.1 | - | −0.296 (0.1211) | 0.62 | 6.9 |
Geneva | 38 | NO2 = 14.2 + POP_2000 * 0.0000987 + MAJROADLENGTH_25 * 0.234 + HDRES_250 * 0.0000619 | 0.49 | 0.53 | 8.3 | - | −0.0393 (0.8908) | 0.43 | 8.9 |
Lugano | 37 | NO2 = 14.1 + TRAFMAJORLOAD_25 * 0.0000293 + TRAFMAJORLOAD_500 * 0.000000331 + WATER_500 * 0.0000436 + INTINVDIST * 0.00357 + INDUSTRY_1000 * 0.0000167 | 0.64 | 0.69 | 5.7 | - | −0.0804 (0.4878) | 0.57 | 6.3 |
Montana | 40 | NO2 = 20.9 + TRAFLOAD_25 * 0.0000183 + LDRES_300 * 0.0000315 + ALT * -0.0143 + BUILDINGS_1000 * 0.000024 | 0.46 | 0.52 | 4.3 | - | 0.0414 (0.5248) | 0.39 | 4.6 |
Payerne | 40 | NO2 = 44 + BUILDINGS_50 * 0.00289 + TRAFLOAD_50 * 0.0000126 + ALT * -0.0749 | 0.61 | 0.64 | 3.1 | - | 0.218 (0.0639) | 0.49 | 3.6 |
Wald | 39 | NO2 = −10.3 + HEAVYINTINVDIST * 1.35 + NO2_2010 * 1.15 + POP_100 * 0.029 | 0.89 | 0.89 | 3.5 | - | −0.00939 (0.8613) | 0.86 | 3.9 |
aBold = significant association of residuals with study area; bAlpine areas are Davos (n = 38) and Montana (n = 40); cNon-alpine areas are Aarau (n = 40), Basel (n = 40), Geneva (n = 38), Lugano (n = 37), Payerne (n = 40) and Wald (n = 39)