基于双分支网络的表面肌电信号识别方法
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王万良,潘杰,王铮,潘家宇
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Recognition method of surface electromyographic signal based on two-branch network
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Wanliang WANG,Jie PAN,Zheng WANG,Jiayu PAN
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| 表 1 ETDTBN网络的结构参数 |
| Tab.1 Structural parameters of ETDTBN |
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| 网络层 | 操作 | 卷积核/步长 | 输出/通道 | 零补 | | Input | — | —/— | 300/16 | — | | ML-CNN | Conv2d | 5*5/1*1 | 15*15/64 | 是 | | MaxPool | 2*2/2*2 | 8*8/64 | 是 | | Conv2d | 3*3/1*1 | 4*4/128 | 是 | | MaxPool | 2*2/2*2 | 4*4/128 | 是 | | FC | —/— | 512/— | — | | FC | —/— | 128/— | — | | Bi-GRU | Bi-GRU | —/— | 256/16 | — | | Conv1d | 3/2 | 128/32 | 是 | | Conv1d | 1/1 | 128/32 | 否 | | Conv1d | 3/2 | 64/64 | 是 | | Conv1d | 1/1 | 64/64 | 否 | | FC | —/— | 512/— | — | | FC | —/— | 128/— | — | | Class | SAFF | —/— | 128/— | — | | FC | —/— | 64/— | — | | FC | —/— | 5/— | — |
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