Addressing Practical Challenges in Acoustic Sensing To Enable Fast Motion Tracking
May 6, 2023·,,,,,,,·
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Yongzhao Zhang
Hao Pan
Yi-Chao Chen
Lili Qiu
Yu Lu
Guangtao Xue
Jiadi Yu
Feng Lyu
Haonan Wang
Abstract
Motivated by many potential applications that could be enabled by acoustic motion tracking, in this paper we systematically examine the factors that limit the accuracy of acoustic tracking in practical scenarios. We identify three main challenges, high mobility, low SNR, and hardware frequency response. We further show that the last two issues may exacerbate the performance issue under high mobility. We develop effective approaches to address the issues. In particular, to address high mobility, we tackle phase wrap-around using the derivative of the phase; we further estimate the Doppler shift under diverse scenarios and compensate the Doppler in channel impulse response (CIR). To address low SNR, we use a novel approach to estimate the phase shift between consecutive time intervals to effectively support time-domain beamforming and increase SNR. To tackle the uneven frequency response, we show that it is important to estimate and compensate the phase as well as the amplitude of the frequency response. Our extensive evaluation shows that each of our techniques is effective and putting them together significantly enhances the accuracy of acoustic motion tracking in general scenarios.
Type
Publication
In The 22th International Conference on Information Processing in Sensor Networks