Anam Rasool, Muqudas Rafiq, Aisha Nasir, Faisal M. Kashif
{"title":"Continuous and Noninvasive Blood Pressure Estimation by Two-Sensor Measurement of Pulse Transit Time","authors":"Anam Rasool, Muqudas Rafiq, Aisha Nasir, Faisal M. Kashif","doi":"10.1109/ICET.2018.8603612","DOIUrl":null,"url":null,"abstract":"Continuous and noninvasive monitoring of blood pressure is of vital importance in critical care. Its role in management of patients with or at risk of cardiovascular disease is ever increasing. Pulse-transit-time based approaches for estimation of blood pressure hold potential to provide a convenient solution, however there is a need to improve their accuracy. We employ a novel two-sensor technique using photoplethysmogram and piezo sensors for a more accurate measurement of pulse transit time (PTT). PTT is then mapped to arterial blood pressure via calibration process. We implement two different techniques for the PTT measurement. The first technique uses two pulse sensors, while the second technique makes use of one pulse sensor and one piezo element. Clinical data is collected from 46 subjects in the form of systolic, diastolic and mean blood pressure to provide a reference for the calibration step in two techniques. The results show decrease in error of systolic arterial pressure (SAP) and mean arterial pressure (MAP) for the second technique. The root mean square (RMS) error, measured for the calibration equations, reduced from 7.72 mm Hg to 5.26 mm Hg for SAP and from 7.07 mm Hg to 6.30 mm Hg for MAP. RMS error, measured by leave-one-out method, reduced from 8.45 mm Hg to 5.77 mm Hg for SAP and from 7.67 mm Hg to 6.90 mm Hg for MAP.","PeriodicalId":443353,"journal":{"name":"2018 14th International Conference on Emerging Technologies (ICET)","volume":"134 1","pages":"0"},"PeriodicalIF":0.0000,"publicationDate":"2018-11-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"8","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"2018 14th International Conference on Emerging Technologies (ICET)","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.1109/ICET.2018.8603612","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
引用次数: 8
Abstract
Continuous and noninvasive monitoring of blood pressure is of vital importance in critical care. Its role in management of patients with or at risk of cardiovascular disease is ever increasing. Pulse-transit-time based approaches for estimation of blood pressure hold potential to provide a convenient solution, however there is a need to improve their accuracy. We employ a novel two-sensor technique using photoplethysmogram and piezo sensors for a more accurate measurement of pulse transit time (PTT). PTT is then mapped to arterial blood pressure via calibration process. We implement two different techniques for the PTT measurement. The first technique uses two pulse sensors, while the second technique makes use of one pulse sensor and one piezo element. Clinical data is collected from 46 subjects in the form of systolic, diastolic and mean blood pressure to provide a reference for the calibration step in two techniques. The results show decrease in error of systolic arterial pressure (SAP) and mean arterial pressure (MAP) for the second technique. The root mean square (RMS) error, measured for the calibration equations, reduced from 7.72 mm Hg to 5.26 mm Hg for SAP and from 7.07 mm Hg to 6.30 mm Hg for MAP. RMS error, measured by leave-one-out method, reduced from 8.45 mm Hg to 5.77 mm Hg for SAP and from 7.67 mm Hg to 6.90 mm Hg for MAP.
在重症监护中,持续无创监测血压是至关重要的。它在管理心血管疾病患者或有心血管疾病风险的患者中的作用越来越大。基于脉冲传递时间的血压估计方法有可能提供一种方便的解决方案,但是需要提高其准确性。我们采用了一种新的双传感器技术,使用光电容积图和压电传感器来更准确地测量脉冲传递时间(PTT)。然后通过校准过程将PTT映射到动脉血压。我们实现了两种不同的PTT测量技术。第一种技术使用两个脉冲传感器,而第二种技术使用一个脉冲传感器和一个压电元件。收集46名受试者的收缩压、舒张压和平均血压的临床数据,为两种技术的校准步骤提供参考。结果表明,第二种方法的收缩压(SAP)和平均动脉压(MAP)误差减小。校准方程测量的均方根误差(RMS)从SAP的7.72毫米汞柱降至5.26毫米汞柱,MAP的7.07毫米汞柱降至6.30毫米汞柱。采用留一法测量的均方根误差,SAP从8.45 mm Hg降至5.77 mm Hg, MAP从7.67 mm Hg降至6.90 mm Hg。