TY - JOUR
T1 - RoSense
T2 - Refining LOS Signal Phase for Robust RFID Sensing via Spinning Antenna
AU - Zhu, Yinan
AU - Duan, Chunhui
AU - Ding, Xuan
N1 - Publisher Copyright:
© 2023 Copyright is held by the owner/author(s).
PY - 2023/4/27
Y1 - 2023/4/27
N2 - RFID sensing leveraging backscatter signal features (e.g., phase shift) from tags has gained increasing popularity in numerous applications, but also suffers from negative impacts of environmental multipaths. Past works to address it rely on extra customized devices, labor-intensive offine training or frequency channel hopping, all of which are nonubiquitous or ineffective for real-life adoption. This paper presents RoSense, a universal method to alleviate multipath reflections' impacts by spinning the reader antenna, thus enabling more robust RFID sensing. Besides, RoSense requires no RF devices or offline training, and operates in a nonintrusive manner. The key insight of RoSense is to exploit two properties of line-of-sight (LOS) signal when spinning the antenna, i.e., the linearity of phase changes and stability of received signal strength to attenuate the non-linear and non-monotonic effect of multipath signals and refine the phase shift of LOS signal. We have implemented a prototype of RoSense with COTS devices and studied two cases for evaluation: material identification and object localization. Experimental results show that RoSense can improve the material identification accuracy by 16.22% and reduce the mean localization error by 39.93%, greatly outperforming the state-of-the-art solutions.
AB - RFID sensing leveraging backscatter signal features (e.g., phase shift) from tags has gained increasing popularity in numerous applications, but also suffers from negative impacts of environmental multipaths. Past works to address it rely on extra customized devices, labor-intensive offine training or frequency channel hopping, all of which are nonubiquitous or ineffective for real-life adoption. This paper presents RoSense, a universal method to alleviate multipath reflections' impacts by spinning the reader antenna, thus enabling more robust RFID sensing. Besides, RoSense requires no RF devices or offline training, and operates in a nonintrusive manner. The key insight of RoSense is to exploit two properties of line-of-sight (LOS) signal when spinning the antenna, i.e., the linearity of phase changes and stability of received signal strength to attenuate the non-linear and non-monotonic effect of multipath signals and refine the phase shift of LOS signal. We have implemented a prototype of RoSense with COTS devices and studied two cases for evaluation: material identification and object localization. Experimental results show that RoSense can improve the material identification accuracy by 16.22% and reduce the mean localization error by 39.93%, greatly outperforming the state-of-the-art solutions.
KW - LOS signal phase refinement
KW - RFID sensing
KW - antenna spinning
KW - environmental multipaths
UR - http://www.scopus.com/inward/record.url?scp=85159376086&partnerID=8YFLogxK
U2 - 10.1145/3595244.3595263
DO - 10.1145/3595244.3595263
M3 - Article
AN - SCOPUS:85159376086
SN - 0163-5999
VL - 50
SP - 53
EP - 55
JO - Performance Evaluation Review
JF - Performance Evaluation Review
IS - 4
ER -