Applying Neural Networks for Predicting Feed Weights of an Antenna Array

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dc.contributorAalto-yliopistofi
dc.contributorAalto Universityen
dc.contributor.authorTyrväinen, Juhoen_US
dc.contributor.authorLehtovuori, Anuen_US
dc.contributor.authorYlä-Oijala, Pasien_US
dc.contributor.authorViikari, Villeen_US
dc.contributor.departmentDepartment of Electronics and Nanoengineeringen
dc.contributor.groupauthorVille Viikari Groupen
dc.contributor.organizationDepartment of Electronics and Nanoengineeringen_US
dc.date.accessioned2024-05-29T05:18:48Z
dc.date.available2024-05-29T05:18:48Z
dc.date.issued2024en_US
dc.descriptionPublisher Copyright: © 2024 18th European Conference on Antennas and Propagation, EuCAP 2024. All Rights Reserved.
dc.description.abstractArtificial neural networks (ANN) are applied to find appropriate phasing for beam steering of patch antenna arrays. To obtain this goal, an ANN is trained using simulated far-field data. Two loss functions are tested and their performance is compared with a uniform and a non-uniform antenna array. The results show that in most cases both tested loss functions perform well, but are not able to find the best solution in all cases.en
dc.description.versionPeer revieweden
dc.format.mimetypeapplication/pdfen_US
dc.identifier.citationTyrväinen, J, Lehtovuori, A, Ylä-Oijala, P & Viikari, V 2024, Applying Neural Networks for Predicting Feed Weights of an Antenna Array. in 18th European Conference on Antennas and Propagation, EuCAP 2024. IEEE, European Conference on Antennas and Propagation, Glasgow, United Kingdom, 17/03/2024. https://doi.org/10.23919/EuCAP60739.2024.10501353en
dc.identifier.doi10.23919/EuCAP60739.2024.10501353en_US
dc.identifier.isbn979-8-3503-9443-6
dc.identifier.otherPURE UUID: a8088bc9-58e5-4dc9-ae06-69faebb9d8c2en_US
dc.identifier.otherPURE ITEMURL: https://research.aalto.fi/en/publications/a8088bc9-58e5-4dc9-ae06-69faebb9d8c2en_US
dc.identifier.otherPURE LINK: http://www.scopus.com/inward/record.url?scp=85192456347&partnerID=8YFLogxK
dc.identifier.otherPURE FILEURL: https://research.aalto.fi/files/146672409/Applying_Neural_Networks_for_Predicting_Feed_Weights_of_an_Antenna_Array.pdfen_US
dc.identifier.urihttps://aaltodoc.aalto.fi/handle/123456789/128367
dc.identifier.urnURN:NBN:fi:aalto-202405293969
dc.language.isoenen
dc.relation.ispartofEuropean Conference on Antennas and Propagationen
dc.relation.ispartofseries18th European Conference on Antennas and Propagation, EuCAP 2024en
dc.rightsopenAccessen
dc.subject.keywordantennaen_US
dc.subject.keywordantenna arrayen_US
dc.subject.keywordartificial neural networken_US
dc.subject.keywordbeam steeringen_US
dc.subject.keywordmachine learningen_US
dc.titleApplying Neural Networks for Predicting Feed Weights of an Antenna Arrayen
dc.typeA4 Artikkeli konferenssijulkaisussafi
dc.type.versionpublishedVersion

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