基于多波长脉搏波的血压预测方法  

Blood Pressure Prediction Method Based on Multi-wavelength Pulse Wave

在线阅读下载全文

作  者:郭彬 杨其宇[1] GUO Bin;YANG Qiyu(Guangdong University of Technology,Guangzhou 510006,China)

机构地区:[1]广东工业大学,广东广州510006

出  处:《自动化与信息工程》2025年第1期47-51,65,共6页Automation & Information Engineering

摘  要:为便于对高血压患者进行长期血压监测,提出一种基于多波长脉搏波的血压预测方法。首先,利用多波长脉搏波信号采集系统获取多波长脉搏波信号,并从中推导出脉搏传导时间;然后,结合多波长脉搏波的其他特征构建特征向量矩阵;并利用Lasso回归先对特征向量矩阵进行筛选,再进行血压预测。实验结果表明,该方法准确性较高,预测收缩压、舒张压的平均绝对误差分别为4.92、5.68 mmHg,标准差分别为6.15、6.68 mmHg,可作为血压测量的有效补充方法。To facilitate long-term blood pressure monitoring of hypertensive patients,a blood pressure prediction method based on multi wavelength pulse wave is proposed.Firstly,using a multi wavelength pulse wave signal acquisition system to obtain multi wavelength pulse wave signals,and deriving pulse transit time from them.Then,a feature vector matrix is constructed by combining other features of multi wavelength pulse wave,and use Lasso regression to screen the feature vector matrix first,and then perform blood pressure prediction.The experimental results show that this method has high accuracy,with average absolute errors of 4.92 and 5.68 mmHg in predicting systolic and diastolic blood pressure,and standard deviations of 6.15 and 6.68 mmHg,respectively.It can be used as an effective supplementary method for blood pressure measurement.

关 键 词:多波长脉搏波 血压预测 Lasso回归 脉搏传导时间 

分 类 号:R318[医药卫生—生物医学工程] TP181[医药卫生—基础医学]

 

参考文献:

正在载入数据...

 

二级参考文献:

正在载入数据...

 

耦合文献:

正在载入数据...

 

引证文献:

正在载入数据...

 

二级引证文献:

正在载入数据...

 

同被引文献:

正在载入数据...

 

相关期刊文献:

正在载入数据...

相关的主题
相关的作者对象
相关的机构对象