Blood Pressure Monitors

血压监测仪
  • 文章类型: Journal Article
    这项研究的目的是根据医疗器械协会/欧洲高血压协会/国际标准化组织(AAMI/ESH/ISO)通用标准(ISO81060-2:2018),评估为普通人群的办公室和家庭BP测量开发的单个上臂袖带示波血压(BP)监测器RBP-9801的准确性。招募受试者来满足年龄,性别,AAMI/ESH/ISO通用标准在一般人群中使用相同的手臂顺序BP测量方法的BP和袖带分布标准。总共招募了105名受试者,分析了85名。对于验证标准1,测试设备和参考BP读数之间的差异的平均值±SD为2.3±6.4/3.1±5.8mmHg(收缩压/舒张压)。对于标准2,测试装置与每个受试者的参考BP之间的平均BP差异的SD为5.24/5.03mmHg(收缩压/舒张压)。结论是,用于办公室和家庭BP测量的RBP-9801示波装置满足了一般人群中AAMI/ESH/ISO通用标准(ISO81060-2:2018)的所有要求,可推荐用于临床和自用在家里。
    The aim of this study was to evaluate the accuracy of the single upper-arm cuff oscillometric blood pressure (BP) monitor RBP-9801 developed for office and home BP measurement in the general population according to the Association for the Advancement of Medical Instrumentation/European Society of Hypertension/International Organization for Standardization (AAMI/ESH/ISO) Universal Standard (ISO 81060-2:2018). Subjects were recruited to fulfil the age, gender, BP and cuff distribution criteria of the AAMI/ESH/ISO Universal Standard in general population using the same arm sequential BP measurement method. A total of 105 subjects were recruited and 85 were analyzed. For validation criterion 1, the mean ± SD of the differences between the test device and reference BP readings was 2.3 ± 6.4/3.1 ± 5.8 mmHg (systolic/diastolic). For criterion 2, the SD of the mean BP differences between the test device and reference BP per subject was 5.24/5.03 mmHg (systolic/diastolic). The conclusion is that the RBP-9801 oscillometric device for office and home BP measurement fulfilled all the requirements of the AAMI/ESH/ISO Universal Standard (ISO 81060-2:2018) in the general population and can be recommended for clinic and self-use at home.
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  • 文章类型: Journal Article
    我们旨在验证MindrayVS9生命体征监测器的准确性,它具有用于示波血压(BP)测量的迈瑞TrueBP充气算法,检查是否符合国际标准化组织标准(ISO81060-2:2018)在合并的成人和儿童人群。共有86人参加,包括成人和儿科受试者,被招募。他们年龄的分布,性别,BP和肢体尺寸均符合ISO标准的要求。采用同臂序贯BP测量方法对充气和放气算法进行了独立验证。对于每个主题,BP首先由两名独立的观察者使用水银血压计(R1)测定.然后由第三观察者使用测试设备(T1)确定受试者的BP。然后,使用水银血压计,我们要求两名独立观察者再次测定受试者的血压(R2).R1-T1-R2被认为是有效的数据对。该循环持续到获得3对有效数据。我们收集了258对有效的BP数据,分别用于通货膨胀和通货紧缩算法的验证。对于验证标准1,当使用放气算法时,从测试设备获得的读数与参考BP之间的差异的平均值±SD为0.0±6.6/-1.8±7.1mmHg(收缩压/舒张压)。和2.4±6.3/0.3±6.9mmHg(收缩压/舒张压)时,使用充气算法。对于验证标准2,当使用放气算法时,测试设备与每位受试者的参考BP之间的平均BP差异的SD为5.35/6.33mmHg(收缩压/舒张压)。和5.17/5.75mmHg(收缩压/舒张压)时,使用充气算法。VS9生命体征监测符合ISO标准中的所有标准。此外,充气算法的测量时间较短(7-21s),最大充气压力较低(9.7-22mmHg)。VS9生命体征监测仪在成人和儿科人群中符合ISO标准(ISO81060-2:2018)的所有要求,建议临床使用。
    We aimed to validate the accuracy of the Mindray VS9 Vital Signs Monitor, which features the Mindray TrueBP inflation algorithm for oscillometric blood pressure (BP) measurement, to check if it complies with the International Organization for Standardization Standard (ISO 81060-2:2018) in a combined adult and pediatric population. A total of 86 participants, including both adult and pediatric subjects, were recruited. The distribution of their ages, gender, BPs and limb sizes all complied with the requirement of the ISO standard. The inflation and deflation algorithms were validated independently using the same-arm sequential BP measurement method. For each subject, the BP was first determined by two independent observers using a mercury sphygmomanometer (R1). The BP of the subject was then determined by the third observer using the test equipment (T1). Then, using a mercury sphygmomanometer, two independent observers were asked to determine the subject\'s BP (R2) again. R1-T1-R2 were considered a valid pair of data. This cycle continued until 3 pairs of valid data were achieved. We collected 258 pairs of valid BP data for the validation of the inflation and deflation algorithms respectively. For validation Criterion 1, the mean ± SD of the differences between the readings obtained from the test device and reference BP was 0.0 ± 6.6/-1.8 ± 7.1 mmHg (systolic/diastolic) when the deflation algorithm was used, and 2.4 ± 6.3/ 0.3 ± 6.9 mmHg (systolic/diastolic) when the inflation algorithm was used. For validation Criterion 2, the SD of the averaged BP differences between the test device and the reference BP per subject was 5.35/6.33 mmHg (systolic/diastolic) when the deflation algorithm was used, and 5.17/5.75 mmHg (systolic/diastolic) when the inflation algorithm was used. The VS9 Vital Signs Monitor fulfilled all the criteria in the ISO Standard. Moreover, the inflation algorithm had a shorter Measure Time (by 7-21 s) and lower maximum inflation pressure (by 9.7-22 mmHg). The VS9 Vital Signs Monitor fulfilled all the requirements of the ISO Standard (ISO 81060-2:2018) in a combined adult and pediatric population and is recommended for clinical use.
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  • 文章类型: Journal Article
    目的:这项研究的目的是根据医疗器械促进协会/欧洲高血压学会/国际标准化组织(AAMI/ESH/ISO)通用标准(ISO81060-2:2018),评估为普通人群动态血压测量开发的Raycome模型M2示波上臂血压(BP)监测器的准确性。
    方法:招募受试者以满足年龄,性别,AAMI/ESH/ISO通用标准在一般人群中的BP和袖带分布标准使用相同的手臂顺序BP测量方法。测试装置的三个袖口用于臂围18-22厘米(小),22-32厘米(中)和32-42厘米(大)。
    结果:对于一般验证研究,招募106名受试者,分析85名。对于验证标准1,测试设备和参考BP读数之间的差异的平均值±SD为0.5±6.2/-0.2±5.1mmHg(收缩压/舒张压)。对于标准2,测试装置与每个受试者的参考BP之间的平均BP差异的SD为5.23/4.50mmHg(收缩压/舒张压)。在动态验证研究中(N=35),平均差异为0.4±5.9/-1.1±5.8mmHg。在一般验证和动态验证中,Raycome模型M2均优于标准,Bland-Altman图没有显示出误差的任何系统变化。
    结论:这些数据表明,Raycome型号M2监控器符合AAMI/ESH/ISO通用标准(ISO81060-2:2018)的要求,并且在非卧床环境中,表明其适合测量一般人群的血压。
    OBJECTIVE: The aim of this study was to evaluate the accuracy of the Raycome model M2 oscillometric upper-arm blood pressure (BP) monitor developed for ambulatory BP measurement in the general population according to the Association for the Advancement of Medical Instrumentation/European Society of Hypertension/International Organization for Standardization (AAMI/ESH/ISO) Universal Standard (ISO 81060-2:2018) at rest and during dynamic exercise.
    METHODS: Subjects were recruited to fulfill the age, gender, BP and cuff distribution criteria of the AAMI/ESH/ISO Universal Standard in the general population using the same arm sequential BP measurement method. Three cuffs of the test device were used for arm circumference 18-22 cm (small), 22-32 cm (medium) and 32-42 cm (large).
    RESULTS: For the general validation study, 106 subjects were recruited and 85 were analyzed. For validation criterion 1, the mean ± SD of the differences between the test device and reference BP readings was 0.5 ± 6.2/-0.2 ± 5.1 mmHg (systolic/diastolic). For criterion 2, the SD of the mean BP differences between the test device and reference BP per subject was 5.23/4.50 mmHg (systolic/diastolic). In the ambulatory validation study ( N  = 35), the mean difference was 0.4 ± 5.9/-1.1 ± 5.8 mmHg. The Raycome model M2 performed well against the standard in both the general and ambulatory validations and the Bland-Altman plots did not show any systematic variation in the error.
    CONCLUSIONS: These data show that the Raycome model M2 monitor meets the requirements of the AAMI/ESH/ISO Universal Standard (ISO 81060-2:2018) and in the ambulatory setting, indicating its suitability for measuring BP in the general population.
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  • 文章类型: Journal Article
    背景:最近,已开发出环形无袖带血压(BP)测量装置。这项研究是前瞻性的,单臂,首次在人的关键试验,以评估新设备的BP测量的准确性。
    方法:环型智能可穿戴监测设备测量来自近端指骨的光电体积描记信号,并将数据无线传输到连接的智能手机。对于BP比较,在手臂上佩戴袖带以通过听诊方法检查参考BP,同时将测试设备戴在相反手臂的手指上,以同时测量BP。在左臂和右臂上重复测量多达三组。主要结果测量是测试设备和参考读数之间的BP差异的平均差和标准偏差。
    结果:我们从89名受试者中获得526组收缩压(SBP)和513组舒张压(DBP),SBP和DBP的范围为80至175mmHg和43至122mmHg,分别。在样本比较中,试验装置与参照物之间的平均差为0.16±5.90mmHg(95%一致限度[LOA],-11.41,11.72)在SBP和-0.07±4.68(95%LOA,-9.26,9.10)DBP。试验装置显示出与SBP(r=0.94,P<0.001)和DBP(r=0.95,P<0.001)的参考具有很强的相关性。在与受试者的比较中存在一致的结果。
    结论:与听诊法相比,新型环形BP测量装置显示出SBP和DBP的良好相关性,偏差最小。
    BACKGROUND: Recently, a ring-type cuffless blood pressure (BP) measuring device has been developed. This study was a prospective, single arm, first-in-human pivotal trial to evaluate accuracy of BP measurement by the new device.
    METHODS: The ring-type smart wearable monitoring device measures photoplethysmography signals from the proximal phalanx and transmits the data wirelessly to a connected smartphone. For the BP comparison, a cuff was worn on the arm to check the reference BP by auscultatory method, while the test device was worn on the finger of the opposite arm to measure BP simultaneously. Measurements were repeated for up to three sets each on the left and right arms. The primary outcome measure was mean difference and standard deviation of BP differences between the test device and the reference readings.
    RESULTS: We obtained 526 sets of systolic BP (SBP) and 513 sets of diastolic BP (DBP) from 89 subjects, with ranges of 80 to 175 mmHg and 43 to 122 mmHg for SBP and DBP, respectively. In sample-wise comparison, the mean difference between the test device and the reference was 0.16 ± 5.90 mmHg (95% limits of agreement [LOA], -11.41, 11.72) in SBP and -0.07 ± 4.68 (95% LOA, -9.26, 9.10) in DBP. The test device showed a strong correlation with the reference for SBP (r = 0.94, P < 0.001) and DBP (r = 0.95, P < 0.001). There were consistent results in subject-wise comparison.
    CONCLUSIONS: The new ring-type BP measuring device showed a good correlation for SBP and DBP with minimal bias compared with an auscultatory method.
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  • 文章类型: Clinical Study
    根据AAMI/ESH/ISO通用标准(ISO81060-2:2018+Amd.1:2020),评估成人DBP-1333b上臂血压(BP)测量装置的准确性。在成年人群中招募受试者。测试装置是臂式电子血压计(DBP-1333b),参考装置是台式血压计(XJ11D)。以台式血压计测得的BP数据作为参考BP,对测试设备的非侵入性BP模块的准确性进行评估,以确定其是否符合要求。分析了来自90个人的数据。根据标准1,测试装置和参考装置之间的SBP的平均差为0.19mmHg,SD为7.45mmHg。DBP的平均差为-0.59mmHg,SD为6.47mmHg。SBP和DBP的平均差异均小于5mmHg,SD小于8mmHg,符合要求。根据标准2,SBP的SD为5.79mmHg,小于6.95mmHg,符合要求。DBP的SD为5.58mmHg,小于6.93mmHg,符合要求。结论是DBP-1333b符合AAMI/ESH/ISO通用标准(ISO81060-2:2018+Amd.1:2020),可以推荐成人使用。
    To evaluate the accuracy of the DBP-1333b upper-arm blood pressure (BP) measuring device in the adult population according to the AAMI/ESH/ISO universal standard (ISO 81060-2:2018+Amd.1:2020). Subjects were recruited in the adult population. The test device was an arm-type electronic sphygmomanometer (DBP-1333b) and the reference device was a desktop sphygmomanometer (XJ11D). Using the BP data measured by the desktop sphygmomanometer as reference BP, the accuracy of the non-invasive BP module of the test device was evaluated to determine whether it met the requirements. Data from 90 individuals were analysed. According to Criterion 1, the mean difference of SBP between the test and reference device was 0.19 mmHg and the SD was 7.45 mmHg. The mean difference of DBP was -0.59 mmHg and the SD was 6.47 mmHg. The mean difference of both SBP and DBP was less than 5 mmHg, and the SD was less than 8 mmHg, which met the requirements. According to Criterion 2, SD of SBP was 5.79 mmHg, which was less than 6.95 mmHg and met the requirements. The SD of DBP was 5.58 mmHg, which was less than 6.93 mmHg and met the requirements. It was concluded that the DBP-1333b complies with the AAMI/ESH/ISO universal standard (ISO 81060-2:2018+Amd.1:2020) and can be recommended for use by the adults.
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  • 文章类型: Journal Article
    背景:能够测量血压(BP)的智能设备对于使用数字技术进行高血压或心力衰竭管理很有价值。与根据Riva-Rocci进行的标准无创测量相比,有关其诊断准确性的数据很少。这项研究比较了可穿戴手表型示波BP监测仪(OmronHeartGuide),可穿戴手表型红外BP监视器(智能穿戴),传统的动态血压监测仪,和听诊血压计。
    方法:因此,159名连续患者(84名男性,75名女性,平均年龄64.33±16.14岁)与听诊式血压计(n=109)相比,使用智能设备进行了观察的单次测量,或者与上臂的常规动态BP监测器(n=50)相比,在24小时内进行了多次测量。在整个监测期间,两个BP监测设备同时佩戴在同一手臂上。在50名患者的亚组中,还使用额外的红外智能设备进行了单次测量。
    结果:计算了收缩期(0.765)和舒张期(0.732)的示波OmronHeartGuide和常规方法的差异与平均值之间的组内相关系数(ICC)。这正是在对个体患者的收缩期(0.880)和舒张期(0.829)的24小时长期测量中计算的个体平均值的ICC的计算方式。红外设备与常规方法之间的ICC对于SBP(0.329)和DBP(0.025)为“坏”。因此,没有使用红外设备进行进一步的长期测量。
    结论:OmronHeartGuide装置为单次和长期测量提供了与标准装置相当的BP值。红外智能设备获取有效测量数据失败。
    BACKGROUND: Smart devices that are able to measure blood pressure (BP) are valuable for hypertension or heart failure management using digital technology. Data regarding their diagnostic accuracy in comparison to standard noninvasive measurement in accordance to Riva-Rocci are sparse. This study compared a wearable watch-type oscillometric BP monitor (Omron HeartGuide), a wearable watch-type infrared BP monitor (Smart Wear), a conventional ambulatory BP monitor, and auscultatory sphygmomanometry.
    METHODS: Therefore, 159 consecutive patients (84 male, 75 female, mean age 64.33 ± 16.14 years) performed observed single measurements with the smart device compared to auscultatory sphygmomanometry (n = 109) or multiple measurements during 24 h compared to a conventional ambulatory BP monitor on the upper arm (n = 50). The two BP monitoring devices were simultaneously worn on the same arm throughout the monitoring period. In a subgroup of 50 patients, single measurements were also performed with an additional infrared smart device.
    RESULTS: The intraclass correlation coefficient (ICC) between the difference and the mean of the oscillometric Omron HeartGuide and the conventional method for the single measurement was calculated for both systole (0.765) and diastole (0.732). This is exactly how the ICC was calculated for the individual mean values calculated over the 24 h long-term measurement of the individual patients for both systole (0.880) and diastole (0.829). The ICC between the infrared device and the conventional method was \"bad\" for SBP (0.329) and DBP (0.025). Therefore, no further long-term measurements were performed with the infrared device.
    CONCLUSIONS: The Omron HeartGuide device provided comparable BP values to the standard devices for single and long-term measurements. The infrared smart device failed to acquire valid measurement data.
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  • 文章类型: Journal Article
    背景:作者描述了一个罕见的病例,在俯卧位微创手术(MIS)外侧椎间盘切除术后,短暂的手腕和手指掉落。
    方法:手和腕下垂是脊柱手术后一种不寻常的并发症,尤其是在俯卧位置。作者的多学科团队评估了MIS外侧显微椎间盘切除术后出现这种并发症的患者。广泛的鉴别诊断包括桡神经麻痹,C7神经根病,中风,和脊髓损伤。鉴于病人的旋后肌无力,完整的内旋和手腕屈曲,并在4周内短暂恢复,最可能的诊断是缺血压迫继发的radial神经失用。在仔细考虑手术环境和解剖学限制后,患者的血压袖带被发现是最可能的压迫源。
    结论:血压袖带引起的周围神经损伤可能是脊柱手术患者术后桡神经神经错用的一个来源。必须仔细考虑血压袖带的位置,由于周围神经受压的敏感性较高,因此不应将其放置在肱骨的远端。脊柱外科医生应该注意并适当地定位沿神经轴的术后缺陷,包括中央与近端或远端外周损伤,以指导适当的术后管理。
    BACKGROUND: The authors describe a rare case of transient postoperative wrist and finger drop following a prone position minimally invasive surgery (MIS) lateral microdiscectomy.
    METHODS: Hand and wrist drop is an unusual complication following spine surgery, especially in prone positioning. The authors\' multidisciplinary team assessed a patient with this complication following MIS lateral microdiscectomy. The broad differential diagnosis included radial nerve palsy, C7 radiculopathy, stroke, and spinal cord injury. Given the patient\'s supinator weakness, intact pronation and wrist flexion, and transient recovery within 4 weeks, the most likely diagnosis was radial nerve neuropraxia secondary to ischemic compression. After careful consideration of the operative environment and anatomical constraints, the patient\'s blood pressure cuff was found to be the most probable source of compression.
    CONCLUSIONS: Blood pressure cuff-induced peripheral nerve injury may be a source of postoperative radial nerve neuropraxia in patients undergoing spine surgery. Careful considerations must be given to the blood pressure cuff location, which should not be placed at the distal end of the humerus due to higher susceptibility of peripheral nerve compression. Spine surgeons should be aware of and appropriately localize postoperative deficits along the neuroaxis, including central versus proximal or distal peripheral injuries, in order to guide appropriate postoperative management.
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  • 文章类型: Observational Study
    背景:基于围绕手术患者肺动脉导管插入术(PAC)的争议,我们研究了活体肝移植(LDLT)期间ClearSight™和PAC之间心脏指数(CI)和全身血管阻力(SVR)测量值的互换性.
    方法:这项前瞻性研究包括连续选择的LDLT患者。在七个LDLT阶段时间点,将基于ClearSight™的CI和SVR测量值与PAC的测量值进行了比较。基于ClearSight™的收缩压(SAP),平均(MAP),和舒张压(DAP)动脉压也与股动脉导管(FAC)进行了比较。为了比较和分析ClearSight™和参考方法,Bland-Altman分析用于分析准确性,而极地和四象限图用于分析趋势能力。
    结果:来自27位患者,分析了189对ClearSight™和参考值。TheCI和SVR性能误差(PE)在两种方法之间表现出较差的准确性(51.52和51.73%,分别)在布兰德-奥特曼分析中。CI和SVR在极地和四象限图分析中也表现出不可接受的趋势能力。SAP,MAP,两种方法之间的DAPPE显示出良好的准确性(24.28、21.18和26.26%,分别)。SAP和MAP在两种方法之间的四象限图中表现出可接受的趋势能力,但不是在极坐标图分析中。
    结论:在LDLT期间,CI和SVR的互换性较差,而SAP和MAP在ClearSight™和FAC之间表现出可接受的互换性。
    Based on the controversy surrounding pulmonary artery catheterization (PAC) in surgical patients, we investigated the interchangeability of cardiac index (CI) and systemic vascular resistance (SVR) measurements between ClearSight™ and PAC during living-donor liver transplantation (LDLT).
    This prospective study included consecutively selected LDLT patients. ClearSight™-based CI and SVR measurements were compared with those from PAC at seven LDLT-stage time points. ClearSight™-based systolic (SAP), mean (MAP), and diastolic (DAP) arterial pressures were also compared with those from femoral arterial catheterization (FAC). For the comparison and analysis of ClearSight™ and the reference method, Bland-Altman analysis was used to analyze accuracy while polar and four-quadrant plots were used to analyze the trending ability.
    From 27 patients, 189 pairs of ClearSight™ and reference values were analyzed. The CI and SVR performance errors (PEs) exhibited poor accuracy between the two methods (51.52 and 51.73%, respectively) in the Bland-Altman analysis. CI and SVR also exhibited unacceptable trending abilities in both the polar and four-quadrant plot analyses. SAP, MAP, and DAP PEs between the two methods displayed favorable accuracy (24.28, 21.18, and 26.26%, respectively). SAP and MAP exhibited acceptable trending ability in the four-quadrant plot between the two methods, but not in the polar plot analyses.
    During LDLT, CI and SVR demonstrated poor interchangeability, while SAP and MAP exhibited acceptable interchangeability between ClearSight™ and FAC.
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  • 文章类型: Journal Article
    本研究的目的是分析神经重症监护病房(ICU)患者多药耐药菌(MDRO)感染的现状及危险因素。并建立风险预测模型。数据收集自2018年1月至2020年4月贵州省三级甲等医院神经ICU出院患者。采用二元物流回归分析数据。通过受试者工作特征曲线(ROC)检查模型。分组数据用于验证模型的敏感性和特异性。共纳入297名患者,131例患者感染MDRO。感染率为44.11%。二元Logistics回归结果显示,气管插管,动脉血压监测,发烧,抗生素,肺炎是神经重症监护病房MDRO感染的独立危险因素(P<0.05),AUC=0.887。ROC曲线的敏感度和特异度分别为86.3%和76.9%。风险预测模型对神经ICUMDRO感染的风险有较好的预测效果,风险评估,为预防性治疗和护理干预提供参考。
    The aim of this study was to analyze the current situation and risk factors of multi-drug-resistant organism (MDRO) infection in Neuro-intensive care unit (ICU) patients, and to develop the risk predict model. The data was collected from the patients discharged from Neuro-ICU of grade-A tertiary hospital at Guizhou province from January 2018 to April 2020. Binary Logistics regression was used to analyze the data. The model was examined by receiver operating characteristic curve (ROC). The grouped data was used to verify the sensitivity and specificity of the model. A total of 297 patients were included, 131 patients infected with MDRO. The infection rate was 44.11%. The results of binary Logistics regression showed that tracheal intubation, artery blood pressure monitoring, fever, antibiotics, pneumonia were independent risk factors for MDRO infection in Neuro-ICU (P < 0.05), AUC = 0.887. The sensitivity and specificity of ROC curve was 86.3% and 76.9%. The risk prediction model had a good predictive effect on the risk of MDRO infection in Neuro ICU, which can evaluate the risk and provide reference for preventive treatment and nursing intervention.
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  • 文章类型: Journal Article
    准确测量血压(BP)对于维持生理健康至关重要,这通常使用袖带式血压计来实现。已经进行了一些尝试来开发无袖带血压计。为了提高它们的准确性和长期可变性,机器学习方法可以应用于分析光电血管容积图(PPG)信号。这里,我们提出了一种使用无袖口装置估计运动过程中BP的方法。BP估计过程涉及预处理信号,特征提取,和机器学习技术。为了确保从PPG中提取的信号的可靠性,我们采用偏度信号质量指数和RReliefF算法进行信号选择。此后,BP是使用基于长期短期记忆(LSTM)的神经网络进行估计的。17名年轻的成年男性参加了实验,经历一个由休息组成的结构化协议,锻炼,和恢复20分钟。与使用无创电压钳型连续血压计测量的BP相比,所提出的方法估计的平均误差为0.32±7.76mmHg,这相当于每个监管标准的基于袖带的血压计的准确性。通过增强患者舒适度并改善医疗保健结果,所提出的方法可以彻底改变各种环境中的BP监测,包括临床,home,和运动环境。
    Accurately measuring blood pressure (BP) is essential for maintaining physiological health, which is commonly achieved using cuff-based sphygmomanometers. Several attempts have been made to develop cuffless sphygmomanometers. To increase their accuracy and long-term variability, machine learning methods can be applied for analyzing photoplethysmogram (PPG) signals. Here, we propose a method to estimate the BP during exercise using a cuffless device. The BP estimation process involved preprocessing signals, feature extraction, and machine learning techniques. To ensure the reliability of the signals extracted from the PPG, we employed the skewness signal quality index and the RReliefF algorithm for signal selection. Thereafter, the BP was estimated using the long short-term memory (LSTM)-based neural network. Seventeen young adult males participated in the experiments, undergoing a structured protocol composed of rest, exercise, and recovery for 20 min. Compared to the BP measured using a non-invasive voltage clamp-type continuous sphygmomanometer, that estimated by the proposed method exhibited a mean error of 0.32 ± 7.76 mmHg, which is equivalent to the accuracy of a cuff-based sphygmomanometer per regulatory standards. By enhancing patient comfort and improving healthcare outcomes, the proposed approach can revolutionize BP monitoring in various settings, including clinical, home, and sports environments.
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