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Energy-Efficient Accelerometer Data Transfer for Human Body Movement Studies

机译:用于人体运动研究的节能加速度计数据传输

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摘要

Wireless sensors with accelerometers are widely used in various studies on human body movements. The most challenging problem in a small body-attachable sensing unit is how to maximize the battery lifetime. Previously, the preferred approach was to reduce the number of transmissions through data compression. Compressed Sensing(C-S) is an emerging alternative approach that aggressively reduces the samples yet permits the reconstruct of the original analog signal. C-S has the great potential to be extremely effective due to the universality and lower complexity of sensor implementation. In this paper, we investigate the nature of various human body movements. We examine the performance of the C-S framework in terms of the energy savings in a real testbed. Our experimental results show that the C-S framework can save up to 40% of energy in the sensing unit, compared with the traditional data compression scheme.
机译:带有加速度计的无线传感器被广泛用于人体运动的各种研究中。小型可安装在身体上的传感单元中最具挑战性的问题是如何最大限度地延长电池寿命。以前,首选方法是通过数据压缩来减少传输次数。压缩感测(C-S)是一种新兴的替代方法,可以大幅度减少样本数量,但仍可以重建原始模拟信号。由于传感器实现的普遍性和较低的复杂性,C-S极有可能具有极高的效率。在本文中,我们研究了各种人体运动的本质。我们根据实际测试平台中的能源节省来检查C-S框架的性能。我们的实验结果表明,与传统的数据压缩方案相比,C-S框架可在传感单元中节省多达40%的能量。

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