 Our study proposes a novel feature-based CNN-by-LSTM model to accurately estimate knee-joint angles in real-time. This model uses fewer features than existing models, resulting in faster processing speed and improved accuracy. This article was authored by Ning Sun, Meng Linqiao, Yu Haoqian, and others.