卷积神经网络结合子域适应的低采样率肌电手势识别

周雕,熊馨,周建华,宗静,张琪

Convolutional neural network combined with subdomain adaptation for low sampling rate EMG-based gesture recognition

Diao ZHOU,Xin XIONG,Jianhua ZHOU,Jing ZONG,Qi ZHANG

表 8 模型结构性能的消融实验

Tab.8 Ablation experiments for model structure performance

手势数量 模型结构 Acc/% DB1 DB5 53 E1：CNN 80.28 62.87 E2：E1+BN+ReLU 89.34 88.31 E3：E2+IEL 90.17 89.18 E4：E3 +SAN 90.89 89.90 52 E1：CNN 63.18 7.59 E2：E1+BN+ReLU 77.88 72.45 E3：E2+IEL 79.03 74.17 E4：E3 +SAN 82.01 77.07