Simultaneous Localization and Mapping for an Unmanned Aerial Vehicle Using Radar and Radio Transmitters

The Global Positioning System (GPS) is a cornerstone in Unmanned Aerial Vehicle (UAV) navigation and is by far the most common way to obtain the position of a UAV. However, since there are many scenarios in which GPS measurements might not be available, the possibility of estimating the UAV position...

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Bibliographic Details
Main Author: Dahlin, Alfred
Format: Others
Language:English
Published: Linköpings universitet, Reglerteknik 2014
Subjects:
UAV
Online Access:http://urn.kb.se/resolve?urn=urn:nbn:se:liu:diva-110645
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spelling ndltd-UPSALLA1-oai-DiVA.org-liu-1106452015-09-23T04:30:39ZSimultaneous Localization and Mapping for an Unmanned Aerial Vehicle Using Radar and Radio TransmittersengLokalisering och kartläggning för en UAV med hjälp av radar och radiosändareDahlin, AlfredLinköpings universitet, ReglerteknikLinköpings universitet, Tekniska högskolan2014SLAMsimultaneous localisation and mappingUAVunmanned aerial vehiclebearing-onlyEKF SLAMradio transmittersThe Global Positioning System (GPS) is a cornerstone in Unmanned Aerial Vehicle (UAV) navigation and is by far the most common way to obtain the position of a UAV. However, since there are many scenarios in which GPS measurements might not be available, the possibility of estimating the UAV position without using the GPS would greatly improve the overall robustness of the navigation. This thesis studies the possibility of instead using Simultaneous Localisation and Mapping (SLAM) in order to estimate the position of a UAV using an Inertial Measurement Unit (IMU) and the direction towards ground based radio transmitters without prior knowledge of their position. Simulations using appropriately generated data provides a feasibility analysis which shows promising results for position errors for outdoor trajectories over large areas, however with some issues regarding overall offset. The method seems to have potential but further studies are required using the measurements from a live flight, in order to determine the true performance. Student thesisinfo:eu-repo/semantics/bachelorThesistexthttp://urn.kb.se/resolve?urn=urn:nbn:se:liu:diva-110645application/pdfinfo:eu-repo/semantics/openAccess
collection NDLTD
language English
format Others
sources NDLTD
topic SLAM
simultaneous localisation and mapping
UAV
unmanned aerial vehicle
bearing-only
EKF SLAM
radio transmitters
spellingShingle SLAM
simultaneous localisation and mapping
UAV
unmanned aerial vehicle
bearing-only
EKF SLAM
radio transmitters
Dahlin, Alfred
Simultaneous Localization and Mapping for an Unmanned Aerial Vehicle Using Radar and Radio Transmitters
description The Global Positioning System (GPS) is a cornerstone in Unmanned Aerial Vehicle (UAV) navigation and is by far the most common way to obtain the position of a UAV. However, since there are many scenarios in which GPS measurements might not be available, the possibility of estimating the UAV position without using the GPS would greatly improve the overall robustness of the navigation. This thesis studies the possibility of instead using Simultaneous Localisation and Mapping (SLAM) in order to estimate the position of a UAV using an Inertial Measurement Unit (IMU) and the direction towards ground based radio transmitters without prior knowledge of their position. Simulations using appropriately generated data provides a feasibility analysis which shows promising results for position errors for outdoor trajectories over large areas, however with some issues regarding overall offset. The method seems to have potential but further studies are required using the measurements from a live flight, in order to determine the true performance.
author Dahlin, Alfred
author_facet Dahlin, Alfred
author_sort Dahlin, Alfred
title Simultaneous Localization and Mapping for an Unmanned Aerial Vehicle Using Radar and Radio Transmitters
title_short Simultaneous Localization and Mapping for an Unmanned Aerial Vehicle Using Radar and Radio Transmitters
title_full Simultaneous Localization and Mapping for an Unmanned Aerial Vehicle Using Radar and Radio Transmitters
title_fullStr Simultaneous Localization and Mapping for an Unmanned Aerial Vehicle Using Radar and Radio Transmitters
title_full_unstemmed Simultaneous Localization and Mapping for an Unmanned Aerial Vehicle Using Radar and Radio Transmitters
title_sort simultaneous localization and mapping for an unmanned aerial vehicle using radar and radio transmitters
publisher Linköpings universitet, Reglerteknik
publishDate 2014
url http://urn.kb.se/resolve?urn=urn:nbn:se:liu:diva-110645
work_keys_str_mv AT dahlinalfred simultaneouslocalizationandmappingforanunmannedaerialvehicleusingradarandradiotransmitters
AT dahlinalfred lokaliseringochkartlaggningforenuavmedhjalpavradarochradiosandare
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