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Published on: February 8, 2019
Performance, Accuracy and Generalization Capability of RFID Tags' Constellation for Indoor Localization
Elias Hatem1, Sara Abou-Chakra2, Elizabeth Colin1
1School of Engineering, EFREI Paris, 94800 Villejuif, France.
This study introduces an improved radio frequency identification (RFID) localization system using a constellation of tags and the multiple input single output (MISO) protocol. The innovative approach enhances indoor location accuracy to an 81 cm error at 90% CDF.
Area of Science:
- Computer Science
- Electrical Engineering
- Robotics
Background:
- Indoor localization is crucial for applications like the Internet of Things (IoT), logistics, and library management.
- Existing indoor localization systems often suffer from poor performance, low accuracy, and high costs.
- Radio Frequency Identification (RFID)-based localization offers a low-cost, high-accuracy solution with non-line-of-sight capabilities.
Purpose of the Study:
- To propose an innovative approach to enhance the accuracy of low-cost RFID-based indoor localization systems.
- To leverage the multiple input single output (MISO) protocol for improved localization performance.
- To address the limitations of traditional single-tag RFID localization methods.
Main Methods:
- Development of an innovative RFID localization architecture utilizing the multiple input single output (MISO) protocol.
- Implementation of a 'constellation' of multiple RFID tags instead of a single tag for localization.
- Exploitation of signal diversity from the tag constellation to improve location estimation.
Main Results:
- The proposed MISO-based RFID localization system significantly improves location accuracy compared to traditional methods.
- Experimental results demonstrate an estimated position error of 81 cm at the cumulative distribution function (CDF) of 90%.
- The use of a tag constellation and signal diversity contributes to enhanced localization precision.
Conclusions:
- The proposed MISO protocol-based RFID localization system offers a highly accurate and low-cost solution for indoor positioning.
- The 'constellation' approach effectively utilizes signal diversity to overcome limitations of single-tag systems.
- This innovative method provides a promising advancement for various indoor location-aware applications.
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