Table 3 Comparison of cooling efficiency predictions by FNN and proposed CNN models through sample test data.

From: Deep regression analysis for enhanced thermal control in photovoltaic energy systems

Actual cooling efficiency %

FNN prediction % model

Proposed CNN prediction% model

42.23

50.42

41.99

81.6

88.5

82.17

73.97

82.18

74.08

7.90

11.43

7.85

73.97

82.18

74.08