Research Article
Modeling and Optimization of Electrodeposition Process for Copper Nanoparticle Synthesis Using ANN and Nature-Inspired Algorithms
Table 4
MSE for various hidden layer.
| S. no. | Number of hidden layers | MSE–training error | MSE–testing error | MSE–validation error |
| 1 | 4 | 1.53439 | 1.95534 | 1.30800 | 2 | 5 | 3.13053e–1 | 4.19351e–1 | 4.30695e–1 | 3 | 7 | 3.52380e–1 | 2.35185e–1 | 4.00370e–1 | 4 | 8 | 3.8609e–1 | 3.63864e–1 | 1.34631e–1 | 5 | 10 | 3.73952e–1 | 4.81492e–1 | 7.43702e–2 | 6 | 12 | 2.68907e–1 | 9.00509e–1 | 1.31692e–1 | 7 | 15 | 7.50953e–1 | 1.17548e–1 | 2.01336e–1 |
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