UAV Path Planning for Ice Intelligence Purposes using NLP

As the oil and shipping industry are interested in operating in arctic waters, the need for ice intelligence gathering is rising.The thesis describes the implentation and results of a path planning framework for an UAV used for ice intelligence purposes. THe framework produsces paths based on optimi...

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Main Author: Grimsland, Lars Arne
Other Authors: Imsland, Lars, Norges teknisk-naturvitenskapelige universitet, Fakultet for informasjonsteknologi, matematikk og elektroteknikk, Institutt for teknisk kybernetikk
Format: Master Thesis
Language:English
Published: Institutt for teknisk kybernetikk 2012
Subjects:
Online Access:http://hdl.handle.net/11250/260637
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spelling ftntnutrondheimi:oai:ntnuopen.ntnu.no:11250/260637 2023-05-15T15:05:14+02:00 UAV Path Planning for Ice Intelligence Purposes using NLP Grimsland, Lars Arne Imsland, Lars Norges teknisk-naturvitenskapelige universitet, Fakultet for informasjonsteknologi, matematikk og elektroteknikk, Institutt for teknisk kybernetikk 2012 http://hdl.handle.net/11250/260637 eng eng Institutt for teknisk kybernetikk 565935 ntnudaim:7093 http://hdl.handle.net/11250/260637 96 ntnudaim:7093 MITK teknisk kybernetikk (2 årig) Reguleringsteknikk Master thesis 2012 ftntnutrondheimi 2019-09-17T06:49:48Z As the oil and shipping industry are interested in operating in arctic waters, the need for ice intelligence gathering is rising.The thesis describes the implentation and results of a path planning framework for an UAV used for ice intelligence purposes. THe framework produsces paths based on optimization of a non-linear problem, using the IPOPT library in C++.A model for information uncertainty is implemented, and optimal paths based on minimizing the total information uncertainty are compared to optimal paths based on minimizing distance between UAV and target. Both off line and offline path planning is tested with single and multiple targets.It was found that minimizing information uncertainty can work very well for path planning for ice berg surveillance, or for surveillance of a small search grid.Minimizing information uncertainty generally gave better results than minimizing distance between the UAV and given targets.The implementation should be made more robust, and interfaces towards other UAV sysmets has to be made before the path planning platform has any practical use. Master Thesis Arctic NTNU Open Archive (Norwegian University of Science and Technology) Arctic
institution Open Polar
collection NTNU Open Archive (Norwegian University of Science and Technology)
op_collection_id ftntnutrondheimi
language English
topic ntnudaim:7093
MITK teknisk kybernetikk (2 årig)
Reguleringsteknikk
spellingShingle ntnudaim:7093
MITK teknisk kybernetikk (2 årig)
Reguleringsteknikk
Grimsland, Lars Arne
UAV Path Planning for Ice Intelligence Purposes using NLP
topic_facet ntnudaim:7093
MITK teknisk kybernetikk (2 årig)
Reguleringsteknikk
description As the oil and shipping industry are interested in operating in arctic waters, the need for ice intelligence gathering is rising.The thesis describes the implentation and results of a path planning framework for an UAV used for ice intelligence purposes. THe framework produsces paths based on optimization of a non-linear problem, using the IPOPT library in C++.A model for information uncertainty is implemented, and optimal paths based on minimizing the total information uncertainty are compared to optimal paths based on minimizing distance between UAV and target. Both off line and offline path planning is tested with single and multiple targets.It was found that minimizing information uncertainty can work very well for path planning for ice berg surveillance, or for surveillance of a small search grid.Minimizing information uncertainty generally gave better results than minimizing distance between the UAV and given targets.The implementation should be made more robust, and interfaces towards other UAV sysmets has to be made before the path planning platform has any practical use.
author2 Imsland, Lars
Norges teknisk-naturvitenskapelige universitet, Fakultet for informasjonsteknologi, matematikk og elektroteknikk, Institutt for teknisk kybernetikk
format Master Thesis
author Grimsland, Lars Arne
author_facet Grimsland, Lars Arne
author_sort Grimsland, Lars Arne
title UAV Path Planning for Ice Intelligence Purposes using NLP
title_short UAV Path Planning for Ice Intelligence Purposes using NLP
title_full UAV Path Planning for Ice Intelligence Purposes using NLP
title_fullStr UAV Path Planning for Ice Intelligence Purposes using NLP
title_full_unstemmed UAV Path Planning for Ice Intelligence Purposes using NLP
title_sort uav path planning for ice intelligence purposes using nlp
publisher Institutt for teknisk kybernetikk
publishDate 2012
url http://hdl.handle.net/11250/260637
geographic Arctic
geographic_facet Arctic
genre Arctic
genre_facet Arctic
op_source 96
op_relation 565935
ntnudaim:7093
http://hdl.handle.net/11250/260637
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