Jalaleddine S M, Hutchens C G, Strattan R D, Coberly W A
School of Electrical and Computer Engineering, Oklahoma State University, Stillwater 74078.
IEEE Trans Biomed Eng. 1990 Apr;37(4):329-43. doi: 10.1109/10.52340.
A broad spectrum of techniques for electrocardiogram (ECG) data compression have been proposed during the last three decades. Such techniques have been vital in reducing the digital ECG data volume for storage and transmission. These techniques are essential to a wide variety of applications ranging from diagnostic to ambulatory ECG's. Due to the diverse procedures that have been employed, comparison of ECG compression methods is a major problem. Present evaluation methods preclude any direct comparison among existing ECG compression techniques. The main purpose of this paper is to address this issue and to establish a unified view of ECG compression techniques. ECG data compression schemes are presented in two major groups: direct data compression and transformation methods. The direct data compression techniques are: ECG differential pulse code modulation and entropy coding, AZTEC, Turning-point, CORTES, Fan and SAPA algorithms, peak-picking, and cycle-to-cycle compression methods. The transformation methods briefly presented, include: Fourier, Walsh, and K-L transforms. The theoretical basis behind the direct ECG data compression schemes are presented and classified into three categories: tolerance-comparison compression, differential pulse code modulation (DPCM), and entropy coding methods. The paper concludes with the presentation of a framework for evaluation and comparison of ECG compression schemes.
在过去三十年里,人们提出了各种各样用于心电图(ECG)数据压缩的技术。这些技术对于减少用于存储和传输的数字心电图数据量至关重要。这些技术对于从诊断性心电图到动态心电图等各种各样的应用来说都是必不可少的。由于采用的程序多种多样,心电图压缩方法的比较是一个主要问题。目前的评估方法排除了对现有心电图压缩技术进行任何直接比较的可能性。本文的主要目的是解决这个问题,并建立对心电图压缩技术的统一认识。心电图数据压缩方案主要分为两大类:直接数据压缩和变换方法。直接数据压缩技术包括:心电图差分脉冲编码调制和熵编码、AZTEC、转折点、CORTES、Fan和SAPA算法、峰值提取以及逐周期压缩方法。简要介绍的变换方法包括:傅里叶变换、沃尔什变换和K-L变换。文中介绍了直接心电图数据压缩方案背后的理论基础,并将其分为三类:容差比较压缩、差分脉冲编码调制(DPCM)和熵编码方法。本文最后给出了一个用于评估和比较心电图压缩方案的框架。