Research Article
Development and Optimization for a New Planar Spring Using Finite Element Method, Deep Feedforward Neural Networks, and Water Cycle Algorithm
Table 14
Compare the value R2 of the proposed model and the linear model.
| Response | Model data | Training data | Validating data | Testing data | DFNN | Linear | DFNN | Linear | DFNN | Linear | DFNN | Linear |
| Deformation | 0.99 | 0.91 | 0.99 | 0.91 | 1.0 | 0.92 | 0.99 | 0.96 | Stress | 0.97 | 0.76 | 0.90 | 0.73 | 0.95 | 0.78 | 0.95 | 0.82 | Strain energy | 0.99 | 0.89 | 0.99 | 0.97 | 1.0 | 0.89 | 0.99 | 0.93 |
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