Doppler Shift Mitigation In Acoustic Positioning Based On Pedestrian Dead Reckoning For Smartphone

IEEE TRANSACTIONS ON INSTRUMENTATION AND MEASUREMENT(2021)

引用 28|浏览30
暂无评分
摘要
Acoustic localization is a viable solution for high-precision indoor positioning with current built-in smartphone sensors. However, the Doppler shift produces an additional error in the time difference of arrival (TDOA) estimation when the smartphone is in motion, resulting in degradation in the acoustic localization performance. In this article, we present an indoor localization system for smartphones that overcomes the effects of the Doppler shift by combining inertial and acoustic sensors data. First, we establish an error correction model related to the current position and velocity of the smartphone, which can estimate and mitigate the errors caused by the Doppler shift in the TDOA measurements. Second, a uniform acceleration dynamic model and an improved pedestrian dead reckoning (PDR) algorithm are designed to obtain the model parameter. Experiments show that the two proposed algorithms reduce the positioning error by 49.1% and 71.9% under continuous acoustic signal conditions and by 33.3% and 69.8% under occasional abnormal signal conditions. The presented system can achieve a positioning accuracy of about 0.2 m (RMS).
更多
查看译文
关键词
Acoustics, Doppler shift, indoor localization, pedestrian dead reckoning (PDR), smartphone, time difference of arrival (TDOA)
AI 理解论文
溯源树
样例
生成溯源树,研究论文发展脉络
Chat Paper
正在生成论文摘要