基于稀疏表示的电皮肤响应峰重构

Grazia Iadarola, A. Poli, S. Spinsante
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引用次数: 12

摘要

在临床环境之外连续和长期测量生理信号可能面临不同的处理要求,从而导致更高的成本或降低性能。从压缩表示中改进信号重建技术可能是一个解决方案。本文提出了一种基于压缩感知的腕式设备皮肤电响应峰重构方法。具体而言,在重建阶段采用随机测量矩阵。结果表明,即使在高压缩率的情况下,该方法也能比Ledalab自动工具箱更好地检测到正确的峰数。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Reconstruction of Galvanic Skin Response Peaks via Sparse Representation
Continuous and long-term measurement of physiological signals out of clinical settings may face different processing requirements resulting in higher costs or reduced performance. Improved techniques of signal reconstruction from compressed representation may be a solution. This paper presents an approach based on Compressed Sensing to reconstruct peaks of Galvanic Skin Response measured by a wrist-worn device. Specifically, a random measurement matrix is employed in the reconstruction phase. Results show that the proposed approach detects the correct number of peaks better than the Ledalab automatic toolbox, even with high compression rates.
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