Estimation of Low Frequency Electromagnetic Values Using Machine Learning

dc.contributor.authorPala, Zeydin
dc.contributor.authorBozkurt I.
dc.contributor.authorEtem T.
dc.date.accessioned2020-01-29T18:54:55Z
dc.date.available2020-01-29T18:54:55Z
dc.date.issued2017
dc.departmentFakülteler, Mühendislik-Mimarlık Fakültesi, Bilgisayar Mühendisliği Bölümüen_US
dc.description13th International Conference Perspective Technologies and Methods in MEMS Design, MEMSTECH 2017 -- 20 April 2017 through 23 April 2017 -- -- 128152en_US
dc.description.abstractIt is almost impossible to completely eliminate the effects of electromagnetic waves, but it is possible to reduce their effects. The use of machine learning is important to estimate these effects. Machine learning has been accelerating the upward trend over the last few years. It provides great advantages for problems that are difficult for human but easy to solve for machine. As a result, machine prediction is becoming increasingly popular. In this study, low frequency electromagnetic field values were measured in the buildings inside the campus and the output vector was tried to be estimated using machine learning. The results obtained by using linear regression, Gradient Descent (GD) algorithm and ridge regression models for estimation are evaluated. © 2017 IEEE.en_US
dc.identifier.doi10.1109/MEMSTECH.2017.7937550
dc.identifier.endpage139en_US
dc.identifier.isbn9781538640005
dc.identifier.scopus2-s2.0-85025703875
dc.identifier.scopusqualityN/A
dc.identifier.startpage136en_US
dc.identifier.urihttps://dx.doi.org/10.1109/MEMSTECH.2017.7937550
dc.identifier.urihttps://hdl.handle.net/20.500.12639/1579
dc.identifier.wosWOS:000414280700033
dc.identifier.wosqualityN/A
dc.indekslendigikaynakWeb of Science
dc.indekslendigikaynakScopus
dc.language.isoen
dc.publisherInstitute of Electrical and Electronics Engineers Inc.en_US
dc.relation.ispartof2017 13th International Conference Perspective Technologies and Methods in MEMS Design, MEMSTECH 2017 - Proceedingsen_US
dc.relation.publicationcategoryKonferans Öğesi - Uluslararası - Kurum Öğretim Elemanıen_US
dc.rightsinfo:eu-repo/semantics/openAccessen_US
dc.subjectlow frequency electromagnetic fielden_US
dc.subjectMachine learningen_US
dc.subjectpredictionen_US
dc.titleEstimation of Low Frequency Electromagnetic Values Using Machine Learningen_US
dc.typeConference Object

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