Page 361 - Contributed Paper Session (CPS) - Volume 2
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CPS1887 Sahidan A. et al.
            and the black dots illustrates the temperature points plotted consequently of
            each day over 18 years. The red line demonstrates of a smoothest spline curve
            that was fitted from cubic spline model. From the figure above, we can notice
            that the seasonal patterns for different sub-regions in the same region were
            quite similar pattern. There was a steady increase in June and the peak was
            during July in summer. From August it was rapidly declined and leached the
            lowest point in winter during December and January.
                 Secondly, we create another model for seasonal adjusted LST by day and
            year with fitted model in order to estimate autocorrelation. In order to adjust
            the  seasonal  for  each  series  of  data,  seasonally-adjusted  temperatures  are
            computed by subtracting the seasonal pattern from the data and adding a
            constant (mean) to ensure that the resulting mean is the same as the mean of
            the data over the whole period. The formula took the form as,

                                          =  − ̂ + 
                                                     
                                          
                                                

                Where,   is the seasonal adjusted LST at observation ,  is the observed
                         
                                                                       
            value, ̂  is the fitted value from natural cubic spline model and   is the overall
                    
            mean of observed data. The data were fitted with the linear regression model
            as shows in the figure 2 below:






















                   Figure 2 Trend of the seasonal adjusted LST within the same region

                Figure 2 represents the trend of seasonal adjusted LST within the same
            region 1. The Y axis represents the temperature in Celsius and X axis represents
            year after 2000. The graph illustrates a total of 10 panels of central regions.
            Nine  of  them  show  the  linear  trends  (red  line)  of  the  temperature  in  sub
            regions during 18 years. This graph clearly shows that the trends vary largely




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