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84 © Shareef, Husain, and Alharbi 2016 | Optimal Air Quality Monitoring Network

south—2, 3, 7, 8—are predominantly located in         MAPE values ranged from 6.608 to 51.586 for
the industrial area where power plants and re-        one station to eight station elimination as shown
fineries are located. Other stations are in the res-  in Figure 4. Station 10 was the best single station
idential area where exhaust from automobiles          that could be eliminated and the stations 2, 4, 7,
could be the source of SO2. Station 9 is in the ag-   9, 10, 14, 15 and 16 were the best eight stations.
riculture area and 14 and 16 are located in the       However, in order for the MAPE to be within 25,
automobile workshops and small scale indus-           a maximum of only five stations could be elimi-
tries zones.                                          nated as shown in Table 5. The NSE, ACFT and r2
                                                      values were satisfactory for this 5-station elimi-
3.4 CO                                                nation. Figure 9 shows the rest of the 12 stations
                                                      that are needed to make good CO concentration
The results of simulations run on CO data are         maps. As shown in the figure, most of the stations
shown in Table 5. Since the concentrations of CO      are located in industrial zones or the highly
were very small, RMSE values were also very           densely populated areas.
small, ranging from 0.144 to 0.329 (Figure 3).

Figure 9: Stations required to generate CO concentration maps (RMSE<0.24 and MAPE<25)

Table 6                                               Table 7

Pollutant and the stations needed to achieve          Parameters with priority as O3
MAPE <25
                                                      Pollutant  RMSE    r2 MAPE         NSE     ACFT
Pollutant  Stations needed to achieve MAPE <25        O3         6.114                   0.821   1.016
O3         1, 2, 3, 5, 6, 7, 9, 10, 14, 16            NOx        24.173  0.831  25.322   0.189   1.122
NOx        1, 2, 4, 8, 9, 10, 12, 13, 15              CO         0.490   0.208  57.374   0.221   1.112
SO2        2, 3, 5, 7, 8, 9, 10, 11, 12, 14, 16       SO2        17.579  0.234  82.670   -4.570  2.302
CO         1, 3, 4, 5, 6, 7, 8, 11, 12, 13, 15                           0.056  240.894

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