Xu Jian, Chen Qianqian, Liu Xiuping. Classification of Electroencephalography Based on BP Neural Network Optimized By Crossover Operation of Artificial Bee Colonies[J]. Laser & Optoelectronics Progress, 2020, 57(21): 212001
- Laser & Optoelectronics Progress
- Vol. 57, Issue 21, 212001 (2020)
Fig. 1. Different kinds of individuals. (a) P1; (b) P2
Fig. 2. Schematic of crossover operation
Fig. 3. Topological structure of three-layer BP neural network
Fig. 4. Improved global ABC to optimize process of BP neural network
Fig. 5. Average fitness curves of three kinds of neural networks
Fig. 6. Prediction error curves of two networks
Fig. 7. Training errors of three kinds of neural networks
Fig. 8. Comparison of accuracy between CGABC-BP and other classification methods
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Table 1. Standard test functions
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Table 2. Performance comparison of three algorithms
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Table 3. Training results of different BP neural networks
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Table 4. Accuracy results of feature classification of different BP neural networks unit:%
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