Page 80 - Çevre Şehir İklim İngilizce - Sayı 4

Urban Transformation Forecasts with Artificial Intelligence
Based Algorithms

120000
Gerçek yüz ölçümü TreeNet ANN_15
100000

80000
Yüz ölçümü 60000

40000

20000
0
1 6 11 16 21 26 31 36 41 46 51 56 61 66 71 76 81
Number of data

Figure 7. Time series of the surface area variable
When the prepared graph is examined, it is seen that the two peak values
included in the training data set cannot be estimated with sufficient accuracy
in the model of both methods. In addition, it is observed that the estimated
surface area values in the verification and test data sets are close to the actual
surface area values. The surface area obtained from the prediction models
and the actual surface area were compared by preparing scatter graphs for
training, verification and test data sets respectively (Figure 8).

120000 120000
y = 0,4832x + 17107 y = 0,4821x + 14906
R² = 0,5469 R² = 0,6693
80000 80000
ANN_15 TreeNet

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0 0
0 40000 80000 120000 0 40000 80000 120000
The actua surface area The actua surface area
(a)

Year 2 / Issue 4 / July 2023 69