Research Article
Improvement of the Efficiency of the Axial-Flow Pump at Part Loads due to Installing Outlet Guide Vanes Mechanism
Table 1
Parameters of test samples.
| Input samples | Simulated results (CFD) | Predicted results (BP-ANN) | Deviation/% | Flow rate coefficient
| Head coefficient
| Torque
| The OGVs setting angles (°) |
| 0.337 | 1.005 | 119.942 | 5 | 65.053 | 65.255 | 0.31 | 0.398 | 0.824 | 105.162 | 5 | 71.913 | 71.892 | 0.03 | 0.460 | 0.671 | 92.795 | 5 | 76.527 | 76.497 | 0.04 | 0.521 | 0.539 | 80.752 | 5 | 80.076 | 80.043 | 0.04 | 0.582 | 0.365 | 64.514 | 5 | 75.890 | 76.630 | 0.98 | 0.613 | 0.288 | 54.436 | 5 | 74.546 | 74.478 | 0.09 | 0.644 | 0.175 | 41.081 | 5 | 63.268 | 62.661 | 0.96 |
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