GPSMirror: Expanding Accurate GPS Positioning to Shadowed and Indoor Regions with Backscatter

04/15/2023
by   Huixin Dong, et al.
0

Despite the prevalence of GPS services, they still suffer from intermittent positioning with poor accuracy in partially shadowed regions like urban canyons, flyover shadows, and factories' indoor areas. Existing wisdom relies on hardware modifications of GPS receivers or power-hungry infrastructures requiring continuous plug-in power supply which is hard to provide in outdoor regions and some factories. This paper fills the gap with GPSMirror, the first GPS-strengthening system that works for unmodified smartphones with the assistance of newly-designed GPS backscatter tags. The key enabling techniques in GPSMirror include: (i) a careful hardware design with microwatt-level power consumption that pushes the limit of backscatter sensitivity to re-radiate extremely weak GPS signals with enough coverage approaching the regulation limit; and (ii) a novel GPS positioning algorithm achieving meter-level accuracy in shadowed regions as well as expanding locatable regions under inadequate satellites where conventional algorithms fail. We build a prototype of the GPSMirror tags and conduct comprehensive experiments to evaluate them. Our results show that a GPSMirror tag can provide coverage up to 27.7 m. GPSMirror achieves median positioning accuracy of 3.7 m indoors and 4.6 m in urban canyon environments, respectively.

READ FULL TEXT

page 9

page 10

page 11

page 12

research
04/16/2018

Automatic Detection of Indoor and Outdoor Scenarios using NMEA Message Data from GPS Receivers

Detection of indoor and outdoor scenarios is an important resource for m...
research
05/17/2023

Assessing the predicting power of GPS data for aftershocks forecasting

We present a machine learning approach for the aftershock forecasting of...
research
03/06/2021

An Experimental Study on Direction Finding of Bluetooth 5.1: Indoor vs Outdoor

The Bluetooth Special Interest Group (Bluetooth SIG) introduced a new fe...
research
12/03/2021

Scale up to infinity: the UWB Indoor Global Positioning System

Determining assets position with high accuracy and scalability is one of...
research
05/04/2021

WiFi Fingerprint Clustering for Urban Mobility Analysis

In this paper, we present an unsupervised learning approach to identify ...
research
05/14/2020

High precision indoor positioning by means of LiDAR

The trend towards autonomous driving and the continuous research in the ...
research
06/03/2019

Robust Gaussian Process Regression for Real-Time High Precision GPS Signal Enhancement

Satellite-based positioning system such as GPS often suffers from large ...

Please sign up or login with your details

Forgot password? Click here to reset