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2022 IEEE International Symposium on Medical Measurements and Applications (MeMeA)最新文献

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Experimental Evaluation of Temperature and Optical Power Generated by a LED Therapy Device on an Agar Phantom 琼脂幻影上LED治疗装置产生的温度和光功率的实验评估
Pub Date : 2022-06-22 DOI: 10.1109/MeMeA54994.2022.9856562
H. Durmuş, Emel Çetin Ari, B. Karaböce, M. Seyidov
In this study, we experimentally investigated the effects of temperature and optical power of an LED therapy device within a tissue phantom and on its surface. We attempted to ascertain the effects of LED lights of different colors, such as red, yellow, green, blue, orange, and purple, situated at the LED therapy device on the surface and within the agar phantom. We formed a temperature effect on the agar phantom via the LED therapy device at 20, 40, and 60 minutes intervals. The temperature measurements were performed using a thermocouple placed at the surface and within the agar phantom. Furthermore, the relationships between the obtained internal temperatures of each LED light of different colors and the determined surface temperatures of each LED light of different colors were statistically analyzed, discussed, and evaluated. In addition, as well as to characterize the agar phantom optically and acoustically, optical power measurements were also made under different LED lights at the phantom surface level. This study aimed to investigate the temperature and optical power effects of an LED therapy device on a well-characterized tissue-mimicking phantom prior to clinical application. The results of this study indicate that the LED therapy device examined is safe and harmless for daily use, particularly in terms of temperature and related optical power effects.
在本研究中,我们实验研究了温度和光功率对LED治疗装置在组织模体内及其表面的影响。我们试图确定不同颜色的LED灯,如红色、黄色、绿色、蓝色、橙色和紫色,位于表面和琼脂幻影上的LED治疗装置上的效果。我们通过LED治疗装置在琼脂幻影上形成温度效应,间隔20、40和60分钟。使用放置在表面和琼脂幻影内的热电偶进行温度测量。此外,对得到的每个不同颜色LED灯的内部温度与确定的每个不同颜色LED灯的表面温度之间的关系进行了统计分析、讨论和评估。此外,为了在光学和声学上表征琼脂幻体,还在不同的LED灯下在幻体表面水平进行了光功率测量。本研究旨在研究在临床应用之前,LED治疗装置对具有良好特征的组织模拟幻影的温度和光功率影响。本研究结果表明,所检查的LED治疗装置在日常使用中是安全无害的,特别是在温度和相关的光功率效应方面。
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引用次数: 1
Electrocardiogram Signal Denoising Based on Multi-Threshold Stationary Wavelet Transform 基于多阈值平稳小波变换的心电图信号去噪
Pub Date : 2022-06-22 DOI: 10.1109/MeMeA54994.2022.9856544
Huyang Peng, Yongrui Chen, Donglin Shi, Fengling Xie
With the increasing risks of cardiovascular diseases (CVDs) all over the world, electrocardiogram (ECG) monitoring has become an important means for the timely diagnosis of CVDs. However, ECG signal can be easily disturbed by noises such as motion artifact (MA) when recorded by wearable devices in our daily life. To eliminate these noises in ECG signal, a denoising algorithm based on multi-threshold stationary wavelet transform (SWT), called MT-SWT, is proposed. We first propose a QRS complex detection algorithm based on joint threshold judgement to accurately separate the QRS complex from the other waves of ECG signals. Then, taking historical ECG signals when the human body is static as the reference signals, we set multiple thresholds for different SWT coefficients and different parts of ECG signals respectively. Finally, for a section of the input ECG signal, each SWT coefficient is processed by a given soft thresholding function for denoising. We compare MT-SWT with other algorithms based on MIT-BIH datasets, and also implement it in real-world ECG monitoring wearable devices. The experimental results show that compared with the state-of-the-arts, MT-SWT achieves higher accuracy on QRS complex detection under the condition of low signal-to-noise ratio (SNR). Moreover, MT-SWT achieves high SNR improvement ($SNR_{imp}$) and low percent root mean square difference ($PRD$) under different SNR conditions.
随着世界范围内心血管疾病风险的不断增加,心电图监测已成为及时诊断心血管疾病的重要手段。然而,在日常生活中,可穿戴设备记录心电信号时,容易受到运动伪影等噪声的干扰。为了消除心电信号中的这些噪声,提出了一种基于多阈值平稳小波变换(SWT)的去噪算法。首先提出了一种基于联合阈值判断的QRS复合体检测算法,将QRS复合体从心电信号的其他波中准确分离出来。然后,以人体静止时的历史心电信号为参考信号,分别针对不同的SWT系数和心电信号的不同部分设置多个阈值。最后,对输入心电信号的一段,每个SWT系数通过给定的软阈值函数进行去噪处理。我们将MT-SWT与基于MIT-BIH数据集的其他算法进行了比较,并将其应用于实际的心电监测可穿戴设备中。实验结果表明,在低信噪比条件下,MT-SWT在QRS复合体检测上取得了较好的精度。此外,MT-SWT在不同信噪比条件下取得了较高的信噪比改善($SNR_{imp}$)和较低的均方根差百分比($PRD$)。
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引用次数: 0
Development of an Integrated Air Sampling and Loop-Mediated Isothermal Amplification (LAMP) technology for detection of bioaerosols in indoor environments 集成空气采样和环介导等温扩增(LAMP)技术在室内环境中检测生物气溶胶的发展
Pub Date : 2022-06-22 DOI: 10.1109/MeMeA54994.2022.9856572
A. Patange, Zhihang Zhang, Ruairi Monaghan, M. Fallon, H. Humphreys, B. Tiwari, S. Daniels
Exposure to bioaerosols are associated with wide a range of public health issues. Pathogenic bioaerosols can contribute to the onset of various diseases, therefore their rapid and efficient detection is crucial to public health. Loop Mediated Isothermal Amplification (LAMP) is a highly specific and accurate nucleic acid amplification method to detect microbes. In this study, we developed a simplified LAMP assay capable of detecting microbes in aerosols with minimal chemical and processing requirements. An air sampling system was designed to efficiently collect and recover microbes in aerosols and integrate into a LAMP assay process. We demonstrated successful collection of Escherichia coli (E. coli) aerosols and detection by a colorimetric LAMP assay. It was found that the colorimetric LAMP assay detected E. coli in concentrations as low as 102 CFU/ml. This combined technology enables accurate and rapid genomic detection of bioaerosols outside of conventional laboratory settings. This work describes a fully automated colorimetric LAMP assay device, the Luremain stable for up to 4 weeks at room temperature, however this study is ongoing, and we expect a significantly longer life of the reagent.smAir LM365, for facilitating the integrated technology with easy operation. All the processes including air sampling, DNA extraction, DNA amplification and detection were integrated on this device. The cartridge design allows the device to complete several detection processes before an intervention is required by an operator. We demonstrated that E. coli contaminated water samples can be automatically detected and analysed on our LAMP assay device in approximately 60 min. Along with the automation of the device, stable and long-term storage of LAMP reagents is an important requirement. Here we also comment on a preservation method for the LAMP reagents, and we evaluate the stability of preserved reagents at ambient temperature. Our data indicate that preserved LAMP reagents can remain stable for up to 4 weeks at room temperature, however this study is ongoing, and we expect a significantly longer life of the reagent.
接触生物气溶胶与一系列广泛的公共卫生问题有关。致病性生物气溶胶可导致各种疾病的发病,因此快速有效地检测它们对公共卫生至关重要。环介导等温扩增(LAMP)是一种特异性高、准确度高的核酸扩增方法。在这项研究中,我们开发了一种简化的LAMP测定方法,能够以最小的化学和加工要求检测气溶胶中的微生物。设计了一种空气采样系统,用于有效地收集和回收气溶胶中的微生物,并将其集成到LAMP分析过程中。我们展示了大肠杆菌(E. coli)气溶胶的成功收集和比色LAMP检测。结果发现,比色LAMP法检测到的大肠杆菌浓度低至102 CFU/ml。这种组合技术能够在常规实验室环境之外准确快速地进行生物气溶胶的基因组检测。这项工作描述了一个全自动比色LAMP测定装置,Luremain在室温下稳定长达4周,然而这项研究正在进行中,我们期望试剂的使用寿命显着延长。smAir LM365,便于集成技术,操作简便。将空气采样、DNA提取、DNA扩增、检测等过程集成在该装置上。在作业者要求进行干预之前,该装置可以完成多个检测过程。我们证明了大肠杆菌污染的水样可以在我们的LAMP检测设备上在大约60分钟内自动检测和分析。随着设备的自动化,LAMP试剂的稳定和长期储存是一个重要的要求。本文还对LAMP试剂的保存方法进行了评述,并对保存试剂在常温下的稳定性进行了评价。我们的数据表明,保存的LAMP试剂在室温下可以保持稳定长达4周,但这项研究仍在进行中,我们预计试剂的使用寿命会明显延长。
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引用次数: 0
Impact of network parameters on a U-Net based system for rectal cancer segmentation on MR images 网络参数对基于U-Net的MR图像直肠癌分割系统的影响
Pub Date : 2022-06-22 DOI: 10.1109/MeMeA54994.2022.9856529
J. Panić, V. Giannini, Arianna Defeudis, D. Regge, G. Balestra, S. Rosati
The use of Deep Learning (DL) algorithms in the medical imaging field is increasing in recent years. However, they require the selection of a set of parameters to properly perform. In this study we evaluated the impact of three factors (the construction of the training set, the number of network layers and the loss function) on the performance of a U-Net system in the segmentation of Locally Advanced Rectal Cancer (LARC) on Magnetic Resonance Imaging (MRI). Images from 3 different institutions and 4 different scanners were used to this scope, for a total of 100 patients. All images underwent a pre-processing step to normalize and to highlight the tumoral area. The sequences of two scanners were used to construct the networks while the remaining sequences were employed for validating the best performing systems. From our results, it emerged that Dice Similarity Coefficient is not affected by any of the evaluated factors. Conversely, the choice of loss function could bias the results towards either precision or recall and, thus, it should be properly performed according to the scope of the network. Moreover, a slightly improvement of the performances was observed using a training set based on clustering, maybe due to a better representation of the heterogeneity characterizing medical images.
近年来,深度学习(DL)算法在医学成像领域的应用越来越多。但是,它们需要选择一组参数才能正确执行。在这项研究中,我们评估了三个因素(训练集的构建、网络层数和损失函数)对U-Net系统在磁共振成像(MRI)上分割局部晚期直肠癌(LARC)性能的影响。来自3个不同机构和4个不同扫描仪的图像被用于该范围,共100名患者。所有图像都经过预处理步骤,以标准化和突出肿瘤区域。两个扫描器的序列被用来构建网络,而其余的序列被用来验证性能最好的系统。从我们的结果来看,骰子相似系数不受任何评估因素的影响。相反,损失函数的选择可能会使结果偏向于精度或召回率,因此,应该根据网络的范围适当执行损失函数。此外,使用基于聚类的训练集可以略微改善性能,这可能是由于更好地表征了医学图像的异质性。
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引用次数: 0
Feasibility analysis of the fusion of pressure sensors and audio measurements for respiratory evaluations 压力传感器与音频测量融合用于呼吸评估的可行性分析
Pub Date : 2022-06-22 DOI: 10.1109/MeMeA54994.2022.9856519
Madison Cohen-McFarlane, Bruce Wallace, P. Xi, R. Goubran, F. Knoefel
The field of remote health monitoring is a growing field, which is being driven by the rapid advances in sensors and sensor measurement systems. The respiratory system can be affected by a variety of underlying conditions and respiratory event monitoring can provide medical professionals with information that would otherwise be unavailable. A key area of concern is respiration over the course of a night, changes in which can be indicative of breathing and sleep related disorders. Previous work has proposed the use of pressure sensitive mats (PSM) or audio measurement to independently detect these changes. However, neither the PSM measurement nor the audio measurement is able to capture all respiratory events and there are privacy concerns associated with continuous monitoring (especially when recording audio). This paper presents the feasibility of a system that would utilize both PSM and audio measurements. Here, a single participant was asked to lay down on a PSM and to perform a series of respiratory events (normal breathing, fast breathing, slow breathing, gasping, mimicking central sleep apnea, wheezing, snoring, and coughing) while a microphone was recording. Signal processing was applied to both measurements in order to investigate both breathing rate and uncommon respiratory events. The resulting signals were then compared. The advantages and disadvantages of both measurements are discussed and a sample scenario of the fusion of audio and PSM measurements is presented in order to capture obstructive sleep apnea events.
由于传感器和传感器测量系统的快速发展,远程健康监测是一个新兴的领域。呼吸系统可能受到各种潜在疾病的影响,呼吸事件监测可以为医疗专业人员提供否则无法获得的信息。一个值得关注的关键领域是夜间的呼吸,其变化可能表明呼吸和睡眠相关疾病。以前的工作已经提出使用压力敏感垫(PSM)或音频测量来独立检测这些变化。然而,无论是PSM测量还是音频测量都不能捕获所有呼吸事件,并且存在与连续监视相关的隐私问题(特别是在录制音频时)。本文提出了一种同时利用PSM和音频测量的系统的可行性。在这里,一个单独的参与者被要求躺在PSM上,并在麦克风录音的同时执行一系列呼吸事件(正常呼吸,快速呼吸,缓慢呼吸,喘气,模仿中枢睡眠呼吸暂停,喘息,打鼾和咳嗽)。信号处理应用于两种测量,以调查呼吸频率和不常见的呼吸事件。然后比较得到的信号。讨论了两种测量方法的优点和缺点,并提出了音频和PSM测量融合的示例场景,以捕获阻塞性睡眠呼吸暂停事件。
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引用次数: 3
Obesity and Gastro-Esophageal Reflux voice disorders: a Machine Learning approach 肥胖和胃食管反流性语音障碍:机器学习方法
Pub Date : 2022-06-22 DOI: 10.1109/MeMeA54994.2022.9856574
F. Amato, Maria Fasani, Glauco Raffaelli, Valerio Cesarini, Gabriella Olmo, N. Lorenzo, G. Costantini, G. Saggio
Automatic assessment of speech disorders is a cutting-edge topic in vocal analysis. Recent studies indicated possible connections between eating disorders and voice alterations. In this work, we assessed the influence of obesity and Gastro- Esophageal Reflux Disease (GERD) on voice, being the former a risk factor for the latter. Moreover, we investigated the mutual influence of the diseases working with a consistent set of features. To these aims, we used vocal tests from 92 subjects, with vocal tests consisting of vowel phonation and sentence repetition, and subjects including healthy controls, obese patients, patients with GERD, and obese patients with GERD. Machine Learning models, consisting of Naive Bayes and Support Vector Machine, were successfully employed on extracted features in binary classifications, resulting in 0.86 and 0.82 of accuracies on validation set in scoring the presence of GERD and obesity, respectively. The absence of performance deterioration when moving to the test set denoted a lack of overfitting. As for the tasks and the features employed, the sentence repetition proved to be more effective than the vowel phonation, while Mel Frequency Cepstral Coefficients, Perceptual Linear Prediction Coefficients, Bark Band Energy Coefficients, and noise measures appear to be among the most significant features for the application at hand.
语音障碍的自动评估是语音分析领域的一个前沿课题。最近的研究表明,饮食失调和声音变化之间可能存在联系。在这项工作中,我们评估了肥胖和胃食管反流病(GERD)对声音的影响,前者是后者的危险因素。此外,我们还研究了具有一致特征的疾病的相互影响。为了达到这些目的,我们使用了92名受试者的声音测试,声音测试包括元音发音和句子重复,受试者包括健康对照组、肥胖患者、胃食管反流患者和肥胖的胃食管反流患者。采用朴素贝叶斯(Naive Bayes)和支持向量机(Support Vector Machine)组成的机器学习模型,成功地对提取的特征进行二元分类,验证集对GERD和肥胖的评分准确率分别为0.86和0.82。当移动到测试集时,没有性能下降表示缺乏过拟合。就所使用的任务和特征而言,句子重复被证明比元音发声更有效,而Mel频率倒谱系数、感知线性预测系数、吠带能量系数和噪声测量似乎是当前应用中最重要的特征。
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引用次数: 0
Standard Classification of Biomedical Equipment According to Measurements, Medical Information and Electronic Clinical Records 根据测量、医疗信息和电子临床记录的生物医学设备标准分类
Pub Date : 2022-06-22 DOI: 10.1109/memea54994.2022.9856411
F. Simini, Isabel Morales, Natalia Garay, Darío Santos, Maria Rene Ledezma, Estefania Della Mea, Pablo Sánchez, Lucia Belen Ribeiro
Biomedical equipment has evolved from marginal auxiliaries to become central elements in patient physician relationship of today. Clinical records, once a separate item, become fully integrated as the Electronic Clinical Record with medical notes, images, monitoring, medication, lab results and life style information under the supervision of physicians. Three variants of standard biomedical equipment architecture are derived from twelve original Biomedical Equipment.
生物医学设备已经从边缘辅助发展成为当今医患关系的核心要素。临床记录,曾经是一个单独的项目,在医生的监督下,与医疗记录、图像、监测、药物、实验室结果和生活方式信息完全集成为电子临床记录。标准生物医学设备架构的三种变体源自12种原始生物医学设备。
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引用次数: 0
Nanoindentation and Raman spectroscopy measurements on dual-cure luting cement for dental conservative restoration 纳米压痕和拉曼光谱测量双固化骨水泥牙保守修复
Pub Date : 2022-06-22 DOI: 10.1109/MeMeA54994.2022.9856528
L. E. Sebar, E. Angelini, A. Baldi, A. Comba, M. Parvis, S. Grassini
The employment of innovative all-ceramic materi-als and adhesive cement, as well as the development of new bonding procedures, allow clinicians to use minimally invasive approaches in conservative restorations. In particular, dual-cure cement allows for obtaining higher aesthetic and functional results. However, the reduced light transmission through ceramic materials could prevent the proper curing and affect the adhesion of these materials to the tooth surface. In this context, the development of an accurate measurement methodology to assess the extent of polymerization of dental resin-based luting cement and to correlate the conversion degree with the mechanical properties is of particular importance from the clinical and scientific point of view. A measurement approach that exploits Raman Spectroscopy and nano-hardness measurements is hereby proposed. In particular, in this study, two different light-curing protocols are employed on a dual-cure luting cement, usually used for the full-crown restoration of single-rooted teeth. The effect of different times and tack-curing steps on the polymerization shrinkage of resin-based luting cement is investigated. The pre-liminary results allow concluding that both curing protocols lead to a good polymerization, without significant differences in the degree of conversion along the cement-tooth interfacial surface, as proved by the almost constant ratio of the Raman vibration characteristic peaks. However, the nanoindentation modulus was lower in the case of the tack-cured protocol.
创新的全陶瓷材料和粘接水泥的使用,以及新的粘接程序的发展,使临床医生能够在保守修复中使用微创方法。特别是,双固化水泥允许获得更高的审美和功能的结果。然而,由于陶瓷材料的光透过率降低,导致陶瓷材料无法正常固化,影响陶瓷材料与牙齿表面的粘附。在这种情况下,从临床和科学的角度来看,开发一种准确的测量方法来评估牙科树脂基luting水泥的聚合程度,并将转化程度与机械性能联系起来,这一点尤为重要。本文提出了一种利用拉曼光谱和纳米硬度测量的测量方法。特别地,在本研究中,两种不同的光固化方案被用于双固化luting水泥,通常用于单根牙齿的全冠修复。研究了不同时间和不同胶凝步骤对树脂基水泥聚合收缩率的影响。初步结果表明,两种固化方案均能产生良好的聚合,且沿水泥齿界面表面的转化程度没有显著差异,这一点由拉曼振动特征峰的比例几乎恒定所证明。然而,在粘接固化的情况下,纳米压痕模量较低。
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引用次数: 0
Age-related differences in the kinematics of aimed movements in immersive virtual reality: a preliminary study 沉浸式虚拟现实中目标运动运动学的年龄相关差异:初步研究
Pub Date : 2022-06-22 DOI: 10.1109/MeMeA54994.2022.9856412
S. Arlati, N. Keijsers, G. Paolini, G. Ferrigno, M. Sacco
Immersive virtual reality (VR) represents a viable technology to support rehabilitation and promote the recovery of upper limb functions after stroke. Nonetheless, it has not been determined yet if VR can elicit movements that share the same kinematic characteristics of those occurring in the real world (RW), thus positively impacting arm use in daily life. A previous study enrolling young adults showed promising results: joints' ranges of motion were preserved, although movement times were longer and peak velocity lower in VR. Starting from these results, this work aimed at comparing young and older adults' (i.e., an age-matched sample to stroke survivors) upper limb kinematics while performing aimed movements in RW and immersive VR. The presented study was a within-subject repeated-measures design in which participants had to reach, grasp and transport grocery items from a simplified supermarket shelf unit. The VR condition was performed using an HTC Vive head-mounted display; its controller was used to interact with virtual objects. Three conditions were tested: VR, RW, and RW while holding the controller (RWC, to account for carrying a weight). Ten healthy young adults $(26.7pm 5.46$ and three older adults $(69.0pm 2.0)$ were enrolled. The collected data showed that older adults moved slower, more curved, and reached lower peak velocity during both reaching and transfer in VR compared to young adults. Arm ranges of motion seemed to be preserved, whereas thorax movements were different. We hypothesized that these differences might be dependent on age-related vision and cognitive decline, lack of familiarity with VR technology, and lack of force feedback. Further studies are needed to address these issues and confirm or reject our hypotheses.
沉浸式虚拟现实(VR)是一种支持脑卒中后康复和促进上肢功能恢复的可行技术。尽管如此,目前还不确定VR是否能引发与现实世界中发生的运动相同的运动特征(RW),从而积极影响日常生活中的手臂使用。之前一项针对年轻人的研究显示了令人鼓舞的结果:尽管VR的运动时间更长,峰值速度更低,但关节的运动范围得到了保留。从这些结果开始,本研究旨在比较年轻人和老年人(即年龄匹配的中风幸存者样本)在RW和沉浸式VR中进行目标运动时的上肢运动学。所提出的研究是一项受试者内部重复测量设计,参与者必须从一个简化的超市货架上拿起、抓住和运输杂货。VR条件使用HTC Vive头戴式显示器进行;它的控制器用于与虚拟对象进行交互。测试了三种情况:VR, RW和手持控制器时的RW (RWC,以说明携带重量)。10名健康年轻人(26.7pm 5.46美元)和3名老年人(69.0pm 2.0美元)被纳入研究。收集的数据显示,与年轻人相比,老年人在VR中的到达和转移过程中移动得更慢,更弯曲,达到的峰值速度更低。手臂的活动范围似乎保持不变,而胸腔的活动则不同。我们假设这些差异可能取决于与年龄相关的视力和认知能力下降、对VR技术缺乏熟悉以及缺乏力反馈。需要进一步的研究来解决这些问题,并证实或拒绝我们的假设。
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引用次数: 2
Spectral Correlation Density based Electrohysterography Signal Analysis for the Detection of Preterm Birth 基于谱相关密度的宫腔镜信号分析在早产检测中的应用
Pub Date : 2022-06-22 DOI: 10.1109/MeMeA54994.2022.9856444
Vinothini Selvaraju, P. Karthick, S. Ramakrishnan
Preterm birth (gestational age <37 weeks) is one of the most critical global concerns that causes maternal and fetal morbidity and mortality. Early detection of this condition allows for timely intervention to delay labor by providing tocolytic drugs and rest. The objective of this work is to explore the cyclostationary behavior in electrohysterography (EHG) signals and to predict preterm conditions. The signals recorded prior to the 26 weeks of pregnancy are considered in this work. It is pre-processed using Butterworth bandpass filters to remove artifacts. The fast Fourier transform accumulation method (FAM) is applied to the pre-processed signals to estimate the spectral correlation density (SCD). The degree of cyclostationarity (DCS) is calculated from SCD to evaluate the presence of cyclostationarity in the signals. Features, such as mean, variance, cyclic frequency spectral area (CFSA), and full width half maximum (FWHM), are extracted from the spectra and statistically analyzed. The results illustrate that SCD and DCS confirm the existence of cyclostationarity in EHG signals. All the extracted features are observed to decrease in preterm conditions. This might be due to the increased coordination that is reflected in the signal in terms of reduced frequency components. Further, extracted features are found to have statistical significance (p < 0.05) in discriminating both the conditions. Thus, it appears that cyclostationary features might be clinically beneficial in the early prediction of preterm birth.
早产(胎龄<37周)是导致孕产妇和胎儿发病率和死亡率的最严重的全球问题之一。早期发现这种情况可以通过提供抗早产药物和休息来及时干预以延迟分娩。本研究的目的是探讨子宫电图(EHG)信号的周期平稳行为,并预测早产情况。在这项工作中考虑了怀孕26周之前记录的信号。使用巴特沃斯带通滤波器对其进行预处理以去除伪影。采用快速傅立叶变换累加法对预处理信号进行谱相关密度估计。由SCD计算循环平稳度(DCS)来评价信号是否存在循环平稳。从光谱中提取均值、方差、循环频谱面积(CFSA)和全宽半最大值(FWHM)等特征,并进行统计分析。结果表明,SCD和DCS证实了EHG信号存在循环平稳性。所有提取的特征都观察到在早产条件下减少。这可能是由于在信号中以减少的频率分量反映的增加的协调性。进一步,发现提取的特征在区分这两种情况方面具有统计学意义(p < 0.05)。因此,周期平稳特征可能在早产的早期预测中具有临床益处。
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引用次数: 0
期刊
2022 IEEE International Symposium on Medical Measurements and Applications (MeMeA)
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