Huamin Ao, Enjian Zhai, Le Jiang, Kailin Yang, Yuxuan Deng, Xiaoyang Guo, Liuting Zeng, Yexing Yan, Moujia Hao, Tian Song, Jinwen Ge, Junpeng Chen
Introduction Cardiovascular disease care is a critical clinical application that necessitates real-time monitoring models. Previous models required the use of multi-lead signals and could not be customized as needed. Traditional methods relied on manually designed supervised algorithms, based on empirical experience, to identify waveform abnormalities and classify diseases, and were incapable of monitoring and alerting abnormalities in individual waveforms. Methods This research reconstructed the vector model for arbitrary leads using the phase space time delay method, enabling the model to arbitrarily combine signals as needed while possessing adaptive denoising capabilities...
June 17, 2024: Cardiology