心电注释数据库的设计与开发

M.A. Azim, F. Abou-Chadi, H. Bakr, H. H. Soliman
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引用次数: 1

摘要

带注释的数据库用于评估和测试心电图处理和数据压缩算法的性能。它们在测试和评估新开发的系统方面有很大的帮助,因为它们需要对其性能进行适当的验证。本工作记录了一个带注释的单通道数字心电数据库的设计和开发。形成带注释的数据库的过程包括五个处理步骤。第一步是利用数字滤波器消除干扰心电信号的各种噪声。第二步是qrs复合物的检测。第三步是提取识别不同心电信号的定量参数。第四步是分类过程,将心电拍分为不同的类别。最后一步是注释过程:每个节拍都有一个特定的符号。由于数据库本身的形成对所研究的系统的测量性能有重大影响,因此必须为上述每个处理步骤选择提供最高性能的有效技术。开发的数据库类似于已知的AHA数据库。它由55条记录组成,每条记录的周期为10分钟,记录在1.44英寸的软盘上。该数据库包含五类心电图记录:(1)室性心律失常,(2)心房颤动/扑动,(3)缺血性心脏病,(4)ECG试验压缩数据库,(5)起搏器。开发的数据库是开发完整的埃及注释数据库的初步版本。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Design and development of an annotated ECG database
Annotated databases are used in the evaluation and testing of the performance of electrocardiographic (ECG) processing and data compression algorithms. They help greatly in testing and evaluating new developed systems, as they require proper validation of their performance. The present work documents the design and development of an annotated, single-channel digital ECG database. The procedures for forming the annotated database consist of five processing steps. The first step is to eliminate the different types of noise interfered with the ECG signals using digital filters. The second step is the detection of QRS-complexes. The third step is to extract quantitative parameters identifying different ECG signals. The fourth step is the classification process in which the ECG beats are classified into different categories. The last step is the annotation process: each beat is given a specific symbol. Since the formation of the database itself has significant effect on the measured performance of the system under investigation, efficient techniques that give the highest performance must be selected for each of the mentioned processing steps. The developed database is similar to the known AHA database. It consists of fifty-five records, each of period of 10 minutes and is recorded on 1.44" floppy diskettes. The database contains five categories of ECG records: (1) ventricular arrhythmia, (2) atrial fibrillation/flutter, (3) ischaemic heart disease, (4) ECG test compression database, and (5) pacemakers. The developed database is a preliminary version for developing a complete Egyptian annotated database.
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