无线网络信号传输建模:一种区间二型模糊集成深度学习方法
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赵亮, 谢志峰, 张坤鹏, 郑玉卿, 付园坤
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Modeling signal propagation in wireless network:an interval type-2 fuzzy ensemble deep learning approach
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Liang ZHAO, Zhifeng XIE, Kunpeng ZHANG, Yuqing ZHENG, Yuankun FU
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表5 不同集成算法之间的比较
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个体深度学习器 | 评价标准 | 集成方法 | FSE | FCE | BE | IT2FE | ResNet3 | MaxPE/dBm | 43.344 | 43.250 | 43.450 | 42.727 | | MAE/dBm | 7.011 | 6.969 | 6.999 | 6.923 | | MAPE | 7.838% | 7.768% | 7.820% | 7.732% | | RMSE/dBm | 8.899 | 8.850 | 8.885 | 8.794 | RSD | MaxPE/dBm | 42.553 | 41.596 | 43.318 | 41.628 | | MAE/dBm | 7.025 | 6.969 | 7.010 | 6.959 | | MAPE | 7.858% | 7.792% | 7.842% | 7.778% | | RMSE/dBm | 8.915 | 8.846 | 8.895 | 8.836 |
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