.... Originality/value Using deep learning frameworks, especially activity recognition using self-attention mechanisms, greatly improves recognition accuracy. Human activity recognition Wearable sensors CNN Bidirectional LSTM Self-attention The Key Project of Science and Technology of Enshi...