TY - JOUR
T1 - A Generalized Method to Combat Multipaths for RFID Sensing
AU - Wang, Ge
AU - Shi, Xiaofeng
AU - Cai, Haofan
AU - Qian, Chen
AU - Ding, Han
AU - Xi, Wei
AU - Zhao, Kun
AU - Zhao, Jizhong
AU - Han, Jinsong
N1 - Publisher Copyright:
© 1993-2012 IEEE.
PY - 2023/2/1
Y1 - 2023/2/1
N2 - There have been increasing interests in exploring the sensing capabilities of RFID to enable numerous IoT applications, including object localization, trajectory tracking, and human behavior sensing. However, most existing methods rely on the signal measurement either in a low multipath environment, which is unlikely to exist in many practical situations, or with special devices, which increase the operating cost. This paper investigates the possibility of measuring 'multi-path-free' signal information in multipath-prevalent environments simply using a commodity RFID reader. The proposed solution, Clean Physical Information Extraction (CPIX), is universal, accurate, and compatible to standard protocols and devices. CPIX improves RFID sensing quality with near zero cost - it requires no extra device. We implement CPIX and study three major RFID sensing applications: tag localization, device calibration and human behavior sensing. CPIX reduces the localization error by 30% to 50% and achieves the MOST accurate localization by commodity readers compared to existing work. It also significantly improves the quality of device calibration and human behaviour sensing.
AB - There have been increasing interests in exploring the sensing capabilities of RFID to enable numerous IoT applications, including object localization, trajectory tracking, and human behavior sensing. However, most existing methods rely on the signal measurement either in a low multipath environment, which is unlikely to exist in many practical situations, or with special devices, which increase the operating cost. This paper investigates the possibility of measuring 'multi-path-free' signal information in multipath-prevalent environments simply using a commodity RFID reader. The proposed solution, Clean Physical Information Extraction (CPIX), is universal, accurate, and compatible to standard protocols and devices. CPIX improves RFID sensing quality with near zero cost - it requires no extra device. We implement CPIX and study three major RFID sensing applications: tag localization, device calibration and human behavior sensing. CPIX reduces the localization error by 30% to 50% and achieves the MOST accurate localization by commodity readers compared to existing work. It also significantly improves the quality of device calibration and human behaviour sensing.
KW - RFID
KW - localization
KW - multipath
KW - sensing
UR - https://www.scopus.com/pages/publications/85135231019
U2 - 10.1109/TNET.2022.3190862
DO - 10.1109/TNET.2022.3190862
M3 - 文章
AN - SCOPUS:85135231019
SN - 1063-6692
VL - 31
SP - 336
EP - 351
JO - IEEE/ACM Transactions on Networking
JF - IEEE/ACM Transactions on Networking
IS - 1
ER -