Research Article
Structure Optimization of a Vibration Suppression Device for Underwater Moored Platforms Using CFD and Neural Network
Table 7
Comparison of the neural network prediction output with the test sample data points.
| Number | Test sample data | Prediction data | Absolute error | Relative error (%) |
| (1) | 0.949309 | 0.9415 | 0.007809093 | 0.822608 | (2) | 0.009622 | 0.01069 | 0.001067986 | 11.099397 | (3) | 0.978471 | 0.9766 | 0.001870826 | 0.191199 | (4) | 0.971677 | 0.8949 | 0.076777254 | 7.901518 | (5) | 0.358304 | 0.3872 | 0.028896097 | 8.064689 | (6) | 0.249475 | 0.2568 | 0.007325429 | 2.936343 | (7) | 0.955698 | 0.7909 | 0.164798081 | 17.243739 | (8) | 0.977124 | 0.931100 | 0.046023748 | 4.710125 | (9) | 0.038191 | 0.065120 | 0.026928866 | 70.510779 | (10) | 0.965197 | 0.861200 | 0.10399661 | 10.774656 | (11) | 0.006293 | ā0.008060 | 0.014353191 | 228.074937 | (12) | 0.673212 | 0.579600 | 0.093611759 | 13.905247 | (13) | 0.966174 | 0.970000 | 0.003826088 | 0.396004 |
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