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Self-Calibration for the Time Difference of Arrival Positioning
The time-difference-of-arrival (TDOA) self-calibration is an important topic for many applications, such as indoor navigation. One of the most common methods is to perform nonlinear optimization. Unfortunately, optimization often gets stuck in a local minimum. Here, we propose a method of dimension...
Autores principales: | , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
MDPI
2020
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7181281/ https://www.ncbi.nlm.nih.gov/pubmed/32272778 http://dx.doi.org/10.3390/s20072079 |
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author | Sidorenko, Juri Schatz, Volker Bulatov, Dimitri Scherer-Negenborn, Norbert Arens, Michael Hugentobler, Urs |
author_facet | Sidorenko, Juri Schatz, Volker Bulatov, Dimitri Scherer-Negenborn, Norbert Arens, Michael Hugentobler, Urs |
author_sort | Sidorenko, Juri |
collection | PubMed |
description | The time-difference-of-arrival (TDOA) self-calibration is an important topic for many applications, such as indoor navigation. One of the most common methods is to perform nonlinear optimization. Unfortunately, optimization often gets stuck in a local minimum. Here, we propose a method of dimension lifting by adding an additional variable into the [Formula: see text] norm of the objective function. Next to the usual numerical optimization, a partially-analytical method is suggested, which overdetermines the system of equations proportionally to the number of measurements. The effect of dimension lifting on the TDOA self-calibration is verified by experiments with synthetic and real measurements. In both cases, self-calibration is performed for two very common and often combined localization systems, the DecaWave Ultra-Wideband (UWB) and the Abatec Local Position Measurement (LPM) system. The results show that our approach significantly reduces the risk of becoming trapped in a local minimum. |
format | Online Article Text |
id | pubmed-7181281 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2020 |
publisher | MDPI |
record_format | MEDLINE/PubMed |
spelling | pubmed-71812812020-04-28 Self-Calibration for the Time Difference of Arrival Positioning Sidorenko, Juri Schatz, Volker Bulatov, Dimitri Scherer-Negenborn, Norbert Arens, Michael Hugentobler, Urs Sensors (Basel) Article The time-difference-of-arrival (TDOA) self-calibration is an important topic for many applications, such as indoor navigation. One of the most common methods is to perform nonlinear optimization. Unfortunately, optimization often gets stuck in a local minimum. Here, we propose a method of dimension lifting by adding an additional variable into the [Formula: see text] norm of the objective function. Next to the usual numerical optimization, a partially-analytical method is suggested, which overdetermines the system of equations proportionally to the number of measurements. The effect of dimension lifting on the TDOA self-calibration is verified by experiments with synthetic and real measurements. In both cases, self-calibration is performed for two very common and often combined localization systems, the DecaWave Ultra-Wideband (UWB) and the Abatec Local Position Measurement (LPM) system. The results show that our approach significantly reduces the risk of becoming trapped in a local minimum. MDPI 2020-04-07 /pmc/articles/PMC7181281/ /pubmed/32272778 http://dx.doi.org/10.3390/s20072079 Text en © 2020 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 (http://creativecommons.org/licenses/by/4.0/). |
spellingShingle | Article Sidorenko, Juri Schatz, Volker Bulatov, Dimitri Scherer-Negenborn, Norbert Arens, Michael Hugentobler, Urs Self-Calibration for the Time Difference of Arrival Positioning |
title | Self-Calibration for the Time Difference of Arrival Positioning |
title_full | Self-Calibration for the Time Difference of Arrival Positioning |
title_fullStr | Self-Calibration for the Time Difference of Arrival Positioning |
title_full_unstemmed | Self-Calibration for the Time Difference of Arrival Positioning |
title_short | Self-Calibration for the Time Difference of Arrival Positioning |
title_sort | self-calibration for the time difference of arrival positioning |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7181281/ https://www.ncbi.nlm.nih.gov/pubmed/32272778 http://dx.doi.org/10.3390/s20072079 |
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