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Table 2 Comparison is made between the MSE of ANN predicted model and experimental correlations with and without using bumpers

From: Impact of bumpers position variation on heat exchanger performance: an experimental and predictive analysis using an artificial neural network

Specifications

Output prediction

Empirical correlations

Q

f

Nu

Q

Nu

f

130–200 cm

4.06

0.00553

1.876

5.564

5.234

5.564

1.876

0.00553

70–130 cm

1.02

0.00631

0.553

4.451

4.0564

4.451

0.553

0.00631

10–70 cm

2.79

0.00434

0.335

1.652

4.831

1.652

0.335

0.00434

Smooth pipe

1.21

0.00455

0.443

1.233

3.154

1.233

0.443

0.00455