55 results about "Stable blood pressure" patented technology

The invention provides a low-rank personalized blood pressure estimation method, which comprises the following steps of: performing pre-training on a large-scale PPG-blood pressure data pair on a group level based on a UniTS model of a Transform backbone network, and learning a mapping relation from a PPG signal to blood pressure; carrying out personalized fine tuning on the pre-trained model by adopting a low-rank adaptive technology to realize model adaptation under the condition of few samples; in the personalized fine tuning process, a pulse pressure segmented penalty loss function is introduced, total training loss is formed by combining mean square error loss, and prediction results of the systolic pressure and the diastolic pressure are restrained to conform to the physiological law; the problem of sampling rate difference is solved by adopting a low-rank self-adaptive method with a stable sampling rate, and stable blood pressure estimation across equipment is realized; the invention aims to realize high-precision and cross-device robust blood pressure estimation according with physiological rules under the condition of few-sample calibration by introducing a physiological constraint loss function and sampling rate robust adaptation mechanism only depending on PPG signals and through a framework combining group pre-training and low-rank personalized fine tuning.