Transmitter source location estimation using crowd data

dc.contributor.authorArsan, Taner
dc.contributor.authorArsan, Taner
dc.date.accessioned2019-06-27T08:06:44Z
dc.date.available2019-06-27T08:06:44Z
dc.date.issued2018
dc.departmentFakülteler, Mühendislik ve Doğa Bilimleri Fakültesi, Bilgisayar Mühendisliği Bölümüen_US
dc.departmentFakülteler, Mühendislik ve Doğa Bilimleri Fakültesi, Elektrik-Elektronik Mühendisliği Bölümüen_US
dc.description.abstractThe problem of transmitter source localization in a dense urban area has been investigated where a supervised learning approach utilizing neural networks has been adopted. The cellular phone network cells and signals have been used as the test bed where data are collected by means of a smart phone. Location and signal strength data are obtained by random navigation and this information is used to develop a learning system for cells with known base station location. The model is applied to data collected in other cells to predict their base station locations. Results are consistent and indicating a potential for effective use of this methodology. The performance increases by increasing the training set size. Several shortcomings and future research topics are discussed. (C) 2017 Elsevier Ltd. All rights reserved.en_US]
dc.identifier.citation2
dc.identifier.doi10.1016/j.compeleceng.2017.09.026en_US
dc.identifier.endpage138
dc.identifier.issn0045-7906en_US
dc.identifier.issn1879-0755en_US
dc.identifier.issn0045-7906
dc.identifier.issn1879-0755
dc.identifier.scopus2-s2.0-85030236432en_US
dc.identifier.scopusqualityQ1
dc.identifier.startpage127en_US
dc.identifier.urihttps://hdl.handle.net/20.500.12469/1225
dc.identifier.urihttps://doi.org/10.1016/j.compeleceng.2017.09.026
dc.identifier.volume66en_US
dc.identifier.wosWOS:000429760300011en_US
dc.identifier.wosqualityQ2
dc.institutionauthorÖğrenci, Arif Selçuken_US
dc.institutionauthorArsan, Taneren_US
dc.language.isoenen_US
dc.publisherPergamon-Elsevier Science Ltden_US
dc.relation.journalComputers & Electrical Engineeringen_US
dc.relation.publicationcategoryMakale - Uluslararası Hakemli Dergi - Kurum Öğretim Elemanıen_US
dc.rightsinfo:eu-repo/semantics/closedAccessen_US
dc.subjectSource localizationen_US
dc.subjectNeural networksen_US
dc.subjectLearningen_US
dc.subjectReceived signal strengthen_US
dc.subjectNonlinear regressionen_US
dc.titleTransmitter source location estimation using crowd dataen_US
dc.typeArticleen_US
dspace.entity.typePublication
relation.isAuthorOfPublication7959ea6c-1b30-4fa0-9c40-6311259c0914
relation.isAuthorOfPublication.latestForDiscovery7959ea6c-1b30-4fa0-9c40-6311259c0914

Files