Research Article
Modeling and Error Compensation of Robotic Articulated Arm Coordinate Measuring Machines Using BP Neural Network
Table 3
Prediction simulation results for optimization.
| Simulation number | HL | NN | TF | GA | Epoch [times] | Training time [seconds] | Maximum error [mm] | Average error [mm] |
| | 1 | 100 | LM | | 1000 | 922 | 2.5544 | 0.2452 | | 1 | 200 | LM | | 1000 | 2298 | 0.6351 | 0.0967 | | 1 | 300 | LM | | 1000 | 4161 | 0.5994 | 0.0629 | | 2 | | LM | | 738 | 43 | 17.1128 | 2.6204 | | 2 | | LM | | 1000 | 1289 | 0.4888 | 0.0833 | | 2 | | LM | | 582 | 6431 | 0.2071 | 0.0315 | | 2 | | LM | | 1000 | 2177 | 0.5525 | 0.0467 | | 2 | | LM | | 150 | 2769 | 0.7598 | 0.0497 | | 2 | | LM | | 1000 | 4237 | 6.4022 | 0.6042 | | 2 | | LM | | 1000 | 4237 | 4.3345 | 0.6983 | | 2 | | ND | | 1000 | 24 | 633.8425 | 119.36 | | 2 | | DX | | 119 | 3 | 383.9885 | 105.247 |
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