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首页> 外文期刊>Wireless personal communications: An Internaional Journal >An Efficient Algorithm Based on Combined Encoding Techniques for Compression of ECG Data from Multiple Leads
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An Efficient Algorithm Based on Combined Encoding Techniques for Compression of ECG Data from Multiple Leads

机译:一种基于组合编码技术的高效算法,用于压缩来自多个引线的ECG数据

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摘要

ECG (Electrocardiogram) is a test that analyzes the electrical behaviour of the heart. ECG is used in diagnosing most of the cardiac diseases. Large amount of ECG data from multiple leads needs to be stored and transmitted, which requires compression for effective data storage and retrieval. Proposed work has been developed with Singular Value Decomposition (SVD) followed by Run Length Encoding (RLE) combined with Huffman Encoding (HE) and Arithmetic Encoding (AE) individually. The ECG signal is first preprocessed. SVD is used to factorize the signal into three smaller set of values, which preserve the significant features of the ECG. Finally, Run Length Encoding combined with Huffman encoding (RLE-HE) and Arithmetic encoding (RLE-AE) individually are employed and the compression performance metrics are compared. The proposed method is evaluated with PTB Diagnostic database. Performance measures such as Compression Ratio (CR), Percentage Root mean square Difference (PRD) and Signal to Noise Ratio (SNR) of the reconstructed signal are used to evaluate the proposed technique. It is evident that the proposed method performs well than the techniques based on SVD and Huffman Encoding. The results show that this method can be efficiently used for compression of ECG signal from multiple leads.
机译:ECG(心电图)是一种分析心脏电能的测试。 ECG用于诊断大多数心脏病。需要存储和传输来自多个引线的大量ECG数据,这需要压缩以进行有效的数据存储和检索。已经使用奇异值分解(SVD)开发了所提出的工作,然后是运行长度编码(RLE)与霍夫曼编码(HE)和算术编码(AE)单独进行。 ECG信号首先预处理。 SVD用于将信号分解成三个较小的值,这些值保留了ECG的显着特征。最后,采用单独使用与霍夫曼编码(RLE-HE)和算术编码(RLE-AE)组合的运行长度进行编码,并进行压缩性能度量。使用PTB诊断数据库进行评估该方法。压缩比(CR),百分比均方方差(PRD)和信号与重建信号的信噪比(SNR)的性能测量用于评估所提出的技术。显然,所提出的方法比基于SVD和Huffman编码的技术更好地执行。结果表明,该方法可以有效地用于压缩来自多个引线的ECG信号。

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