Research Article
Radar Target Classification Using an Evolutionary Extreme Learning Machine Based on Improved Quantum-Behaved Particle Swarm Optimization
Table 9
Performance comparison of different methods.
| Methods | Training | Testing | Time (s) | Accuracy | Time (s) | Accuracy |
| BP | 0.0958 | 0.9150 | 0.0134 | 0.9020 | SVM | 0.8336 | 1 | 0.0566 | 0.9984 | ELM | 6.98e − 4 | 0.8752 | 3.22e − 4 | 0.7284 | PSO-ELM | 6.4222 | 0.9984 | 3.12e − 4 | 0.9733 | QPSO-ELM | 3.4785 | 0.9905 | 3.33e − 4 | 0.9716 | MQPSO-ELM | 3.4429 | 0.9879 | 3.12e − 4 | 0.9681 | IQPSO-ELM | 3.5496 | 0.9935 | 3.24e − 4 | 0.9804 |
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