采用动态位分配策略的心电图实时压缩

Priyanka Bera, Rajarshi Gupta
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引用次数: 7

摘要

心电图压缩用于病人监护是有效利用通信链路的先决条件。分析了近年来采用固定长度符号的增量编码的研究成果,发现其每样本比特数效率(BPS)较低,特别是在心电波的低斜率区域。对于实时远程监控,这可能会降低链路吞吐量。本文提出了一种基于变长符号增量编码的实时有损心电信号压缩算法。为此,在固定长度的52个样本块中估计了地带性复杂性和样本间斜率。每个街区都被划分为“复杂”、“半复杂”和“普通”,通过与全球标准进行比较,这些标准不断更新。该编码器采用动态位分配(DBA)算法对每个心电采样块进行分组,以优化BPS效率。采用10比特量化水平的MIT BIH压缩试验数据(cdb)和MIT BIH心律失常数据库(mitdb)的单导联心电记录在仿真平台上进行了算法测试,cdb和mitdb的平均BPS分别为1.92和1.91,PRD较低(cdb和mitdb分别为1.87和2.42)。
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Real-time compression of electrocardiogram using dynamic bit allocation strategy
Electrocardiogram (ECG) compression for patient monitoring is a pre-requisite for efficient utilization of the communication link. Few recent works using delta encoding adopted fixed length symbols were analyzed, and we found that their bits per sample efficiency (BPS) is low, specially in low slope regions of ECG wave. For real-time tele-monitoring, this may lower the link throughput. This paper describes a real-time, lossy ECG compression algorithm based on delta encoding using variable length symbols. For this, the zonal complexity and inter-sample slope was estimated in a fixed length block of 52 samples. Each block was attributed as `complex', `semi-complex' and `plain' by comparing the local measures with global ones, which were continuously updated. The encoder performs a dynamic bit allocation (DBA) algorithm for each block of ECG samples to optimize the BPS efficiency. The algorithms were tested on simulation platform with single lead ECG record from MIT BIH compression test data (cdb) and MIT BIH arrhythmia database (mitdb) at 10 bit quantization level, yielding an average BPS of 1.92 with cdb and 1.91 with mitbdb, and low PRD (1.87 and 2.42 respectively with cdb and mitdb).
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