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. 2023 Oct 31;9(11):e21453. doi: 10.1016/j.heliyon.2023.e21453

Table 3.

Numerical values of Nusselt number (rest parameters Pr = 6.2, γ=1.5,A*=-1.5, B*=-1.7, Su = 0.1, λ=1.3).

Rd Numerical Result
ANN Prediction
Cone Wedge Plate Cone Wedge Plate
TrainingData{ 6.0 18.51411 18.24206 18.25881 18.73245 18.56103 18.68625
6.6 19.25598 18.98009 18.99861 19.35620 19.16681 19.27800
7.2 19.97007 19.69058 19.71088 19.97996 19.77259 19.86976
7.8 20.65915 20.37630 20.39838 20.60371 20.37837 20.46151
8.4 21.32562 21.03959 21.06345 21.22746 20.98414 21.05326
9.0 21.97149 21.68247 21.70812 21.85122 21.58991 21.64500
9.6 22.59852 22.30667 22.33410 22.47497 22.19569 22.23676
10.2 23.20824 22.91370 22.94291 23.09872 22.80147 22.82851
10.8 23.80199 23.50488 23.53586 23.72247 23.40724 23.42026
11.4 24.38092 24.08138 24.11413 24.34623 24.01302 24.01201
12.0 24.94609 24.64422 24.67873 24.96998 24.61880 24.60376
12.6 25.49842 25.19431 25.23058 25.59373 25.22457 25.19552
Testing Data 13.2 26.03874 25.73248 25.77050 26.21749 25.83035 25.78726
13.8 26.56778 26.25946 26.29923 26.84124 26.43613 26.37901
Validation Data 14.4 27.08622 26.77591 26.81743 27.46499 27.04190 26.97076
15.0 27.59466 27.28245 27.32570 27.08875 27.64768 27.56251
MSE 0.03972 0.02754 0.02710