Research Article
Radar Target Classification Using an Evolutionary Extreme Learning Machine Based on Improved Quantum-Behaved Particle Swarm Optimization
Table 8
Performance comparison of different methods.
| Methods | Training | Testing | Time (s) | Accuracy | Time (s) | Accuracy |
| BP | 0.2040 | 0.9950 | 0.0148 | 0.9915 | SVM | 53.1855 | 1 | 3.5684 | 0.9966 | ELM | 0.0016 | 0.9609 | 0.0019 | 0.9437 | PSO-ELM | 254.3718 | 0.9884 | 0.0017 | 0.9864 | QPSO-ELM | 130.5861 | 0.9919 | 0.0011 | 0.9803 | MQPSO-ELM | 128.9230 | 0.9927 | 0.0011 | 0.9779 | IQPSO-ELM | 133.1459 | 0.9945 | 0.0012 | 0.9921 |
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