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Zonal complexity based measure for lossy compression of photoplethysmogram using delta encoding

机译:基于区域复杂性的增量编码光体积描记图有损压缩测量

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Photoplethysmography (PPG) is one of the prime non-invasive vascular assessment methodology adopted in modern clinical practice. This paper proposes a modification of delta modulation for effective compression of PPG signal for real time measurements and monitoring applications. Based on the energy content and fluctuations, the PPG signal was windowed and categorized into `complex' or `plain' zones. The algorithm applies an adaptive hard thresholding, run length encoding and selective biasing of the first difference array based on zonal complexity. The final stage employs a selective nibble combination or offsetting rule for further compression. For performance assessment of the compression-decompression algorithms, PPG data was collected from fingers of healthy volunteers using Biopac Systems. An average compression ratio of 3.84, percentage root mean square difference of 5.82 and percentage root mean square difference normalized of 7.57 were obtained with 20 sets of volunteers' data at 10 bit resolution and 125 Hz sampling. The decompressed data were clinically validated by Cardiologists.
机译:光电容积描记术(PPG)是现代临床实践中采用的主要无创血管评估方法之一。本文提出了一种对增量调制的修改,以有效压缩PPG信号,以进行实时测量和监视应用。根据能量含量和波动,将PPG信号加窗并分类为“复杂”或“纯净”区域。该算法基于区域复杂度对第一差分数组应用自适应硬阈值,游程长度编码和选择性偏置。最后阶段采用选择性半字节组合或偏移规则进行进一步压缩。为了评估压缩-减压算法的性能,使用Biopac Systems从健康志愿者的手指中收集了PPG数据。使用20组志愿者的10位分辨率和125 Hz采样数据,获得平均压缩率3.84,均方根差百分率5.82和归一化均方根差7.57。解压后的数据已由心脏病专家临床​​验证。

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