Analysis and Accuracy Improvement of UWB-TDoA-Based Indoor Positioning System

Paolo Grasso, Mauro Innocente, Jun Jet Tai, Olivier Haas, Arash Moradinegade Dizqah

Research output: Contribution to journalArticlepeer-review

10 Downloads (Pure)

Abstract

Positioning systems are used in a wide range of applications which require determining the position of an object in space, such as locating and tracking assets, people and goods; assisting navigation systems; and mapping. Indoor Positioning Systems (IPSs) are used where satellite and other outdoor positioning technologies lack precision or fail. Ultra-WideBand (UWB) technology is especially suitable for an IPS, as it operates under high data transfer rates over short distances and at low power densities, although signals tend to be disrupted by various objects. This paper presents a comprehensive study of the precision, failure, and accuracy of 2D IPSs based on UWB technology and a pseudo-range multilateration algorithm using Time Difference of Arrival (TDoA) signals. As a case study, the positioning of a 4×4m2 area, four anchors (transceivers), and one tag (receiver) are considered using bitcraze’s Loco Positioning System. A Cramér–Rao Lower Bound analysis identifies the convex hull of the anchors as the region with highest precision, taking into account the anisotropic radiation pattern of the anchors’ antennas as opposed to ideal signal distributions, while bifurcation envelopes containing the anchors are defined to bound the regions in which the IPS is predicted to fail. This allows the formulation of a so-called flyable area, defined as the intersection between the convex hull and the region outside the bifurcation envelopes. Finally, the static bias is measured after applying a built-in Extended Kalman Filter (EKF) and mapped using a Radial Basis Function Network (RBFN). A debiasing filter is then developed to improve the accuracy. Findings and developments are experimentally validated, with the IPS observed to fail near the anchors, precision around ±3cm, and accuracy improved by about 15cm for static and 5cm for dynamic measurements, on average.
Original languageEnglish
Pages (from-to)9136
Number of pages28
JournalSensors
Volume22
Issue number23
DOIs
Publication statusPublished - 24 Nov 2022

Bibliographical note

Copyright: © 2022 by the authors. Licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons
Attribution (CC BY) license
(https:// creativecommons.org/licenses/by/4.0/).

Keywords

  • IPS
  • ultra-wideband
  • time difference of arrival
  • Cramér–Rao lower bound
  • CRLB
  • bifurcation curve
  • debiasing
  • filtering

Fingerprint

Dive into the research topics of 'Analysis and Accuracy Improvement of UWB-TDoA-Based Indoor Positioning System'. Together they form a unique fingerprint.

Cite this