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Detection of fetal arrhythmia by adaptive single channel electrocardiogram extraction

机译:通过自适应单通道心电图提取检测胎儿心律失常

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Fetal arrhythmia, the abnormal heartbeat of a fetus is broadly classified as tachy arrhythmia (too fast 160 beats/min) and brady arrhythmia (too slow 120 beats/min). Detection of this irregular heart beat rhythm of the fetus during pregnancy is still a challenging task for the clinicians. Heart rate detection through electrocardiography has always been accurate for identifying cardiac defect in humans. Adult ECG has achieved several developments in the modern medicine whereas noninvasive fetal ECG (FECG) continues to be a big challenge. Automatic detection of fetal heart rate is vital for monitoring the unborn infant during pregnancy. The non-invasive placement of electrodes over the abdomen region of pregnant women records the ECG signal of both mother and fetus. The arrhythmia affected FECG signals (n = 14) are processed from the physionet database. This raw ECG signal is preprocessed using a Savitzky-Golay filter and symlet wavelet transform to remove the basic noises. Adaptive recursive least square filter is preferably chosen for extracting the FECG, using mother's thorax ECG as a reference. An accurate PQRST wave-shape of the FECG is required for the proper diagnosis of fetal cardiac defects. Using a single channel abdominal ECG signal, the proposed work generates extracted fetal ECG and an automated visual display of fetal heart rate. The presence of arrhythmia and fetal distress can be analyzed through fetal heart rate display and abnormal conductivity of PQRST wave respectively. We have analyzed fetal arrhythmias through ECG extraction and the same was compared with the echocardiograph results given by pediatric cardiologist. This study helps to identify the fetal distress at early gestational age that helps the obstetricians to make quick decisions before or immediately after delivery.
机译:胎儿心律失常,胎儿的异常心跳被广泛归类为快速的心律失常(太快& 160次拍摄/分钟)和Brady心律失常(过于慢& 120 beats / min)。在怀孕期间检测这种不规则的心脏击败胎儿的节奏对临床医生来说仍然是一个具有挑战性的任务。通过心电图的心率检测一直准确用于识别人类心脏缺陷。成年人ECG在现代医学中取得了多大发展,而非侵入性胎儿ECG(FECG)仍然是一项重大挑战。胎儿心率的自动检测对于在怀孕期间监测未出生的婴儿至关重要。孕妇腹部腹部电极的非侵入性放置记录了母亲和胎儿的心电图信号。受影响的FECG信号(n = 14)从物理体数据库处理。使用Savitzky-Golay滤波器和Syplet小波变换来预处理此原始ECG信号以删除基本噪声。优选选择自适应递归最小二乘滤波器用于用母亲的胸部ECG作为参考来提取FECG。需要精确的PQRST波形来适当诊断胎儿心脏缺陷。使用单通道腹部ECG信号,所提出的工作产生提取的胎儿ECG和胎儿心率的自动视觉显示。可以通过分别通过胎儿心率显示和PQRST波的异常导电性分析心律失常和胎儿窘迫。我们通过ECG提取分析了胎儿心律失常,与儿科心脏病专家给出的超声心动图结果相同。本研究有助于识别早期胎龄的胎儿窘迫,帮助产科医生在交货前或立即做出快速决策。

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