Efficient Object Localization Using Sparsely Distributed Passive RFID Tags

TLDR

Passive RFID localization is limited by tag collisions and behavioral variability, and increasing tag density or employing anti‑collision hardware and algorithms has not overcome these accuracy constraints. The study aims to enhance localization precision by employing sparsely distributed RFID tags. The authors define accuracy and precision metrics, derive an exponential function linking tag density to precision from experimental data, and use this relationship to design a sparse tag distribution strategy. Experiments confirm that tag density dominates precision, and a sparse tag distribution yields higher localization precision than conventional dense layouts.

Abstract

Radio-frequency identification (RFID) technology has been widely used in passive RFID localization application due to its flexible deployment and low cost. However, current passive RFID localization systems cannot achieve both highly accurate and precise moving object localization task owing to tag collisions and variation of the behavior of tags. Most researchers increase the density of tag distribution to improve localization accuracy and then consider using either anti-collision process embedded in the hardware of the RFID reader or advanced localization algorithms to enhance localization precision. However, advanced anti-collision processes for RFID devices are challenged by the physical constraint characteristics of radio frequency; and improved localization algorithm cannot fundamentally reduce the impacts of tag collision on localization precision. This research work attempts to improve localization precision of a passive RFID localization system by using sparsely distributed RFID tags. This paper first defines a measure for accuracy and precision in a passive RFID localization system with regard to RFID tag distribution. An exponential-based function is then derived from experimental measurements, which reflects the relationship between RFID tag distribution and localization precision. This function shows that localization precision is mainly determined by tag density of RFID tag distribution. Based on the experimental findings, a sparse RFID tag distribution approach is proposed. The results show that in comparison with the conventional RFID tag distribution, passive RFID localization system with sparse RFID tag distribution can deliver a higher localization precision for the required accuracy.