Page 360 - Contributed Paper Session (CPS) - Volume 2
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CPS1887 Sahidan A. et al.
                  3.  Result
                      LST data was used to analyze the seasonal pattern and trend of average
                  increase. The data was applied from 2000 to 2018. Before downloading the
                  data, we divided the area into region which consists of eight super-regions.
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                  Each super-region includes nine sub-region with the area of 7×7 km . Every
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                  region had an area 52×52 km  with 1×1 km  grids. Therefore, there are 72
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                  sub-regions. Firstly, we created the first model and fit spline which consists
                  of eight knots in order to see the seasonal patterns for each super-region.
                  The temperature that given from MODIS was in kelvin but, we used to
                  convert from Kelvin to Celsius by minus 273.15. This is because Celsius is a
                  common scale and unit of measurement for temperature. Then, we plot the
                  day temperature data of each sub-region in order to get the seasonal
                  pattern of each super region as below:

































                             Figure 1 Day LST seasonal patterns for super-region 1

                      The above figure 1 shows the seasonal patterns for super region 1.8 of
                  day LST. The Y axis represents the temperature in Celsius and X axis represents
                  day of the year. The super region was divided into 9 sub regions which are
                  Northwest, North, Northeast, West, Central, East, Southwest, South and South
                  east. In each super region consist of eight positive (+) signs at the button of
                  each  panel  which  shows  the  knot  positions  at  the  points.  The  knots  were
                  assigned in day 10, 40, 80, 130, 250, 310, 345 and 360 for a cubic spine model.
                  Furthermore, each vertical line represents an observation day from 1 to 362

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