An Experimental Study on Artificial Intelligence-Based Prediction of Capacitance-Voltage Parameters of Polymer-Interface 6H-SiC/MEH-PPV/Al Schottky Diodes

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dc.authoridColak, Andac Batur/0000-0001-9297-8134
dc.contributor.authorGuzel, Tamer
dc.contributor.authorColak, Andac Batur
dc.date.accessioned2024-11-07T13:24:08Z
dc.date.available2024-11-07T13:24:08Z
dc.date.issued2022
dc.departmentNiğde Ömer Halisdemir Üniversitesi
dc.description.abstractHerein, an artificial neural network (ANN) model has been developed to predict the capacitance values of the polymer-interface 6H-SiC/MEH-PPV/Al Schottky diode depending on the frequency. In the training of the feed-forward back-propagation network model with five neurons in its hidden layer, 480 experimental data have been used. Of these, 70% of the data used in the development of the multilayer perceptron network has been used for network training, 15% for validation, and 15% for the test phase. The predictive performance of the network model has been analyzed by comparing the predicted values obtained from the ANN with the experimental data. For the developed ANN, the mean square error value is 4.34E-06, the R-value is 0.99728, and the average margin of deviation value is 0.03%.
dc.identifier.doi10.1002/pssa.202100821
dc.identifier.issn1862-6300
dc.identifier.issn1862-6319
dc.identifier.issue5
dc.identifier.scopus2-s2.0-85122860386
dc.identifier.scopusqualityQ2
dc.identifier.urihttps://doi.org/10.1002/pssa.202100821
dc.identifier.urihttps://hdl.handle.net/11480/13939
dc.identifier.volume219
dc.identifier.wosWOS:000743905500001
dc.identifier.wosqualityQ3
dc.indekslendigikaynakWeb of Science
dc.indekslendigikaynakScopus
dc.language.isoen
dc.publisherWiley-V C H Verlag Gmbh
dc.relation.ispartofPhysica Status Solidi A-Applications and Materials Science
dc.relation.publicationcategoryMakale - Uluslararası Hakemli Dergi - Kurum Öğretim Elemanı
dc.rightsinfo:eu-repo/semantics/closedAccess
dc.snmzKA_20241106
dc.subjectartificial neural network
dc.subjectbarrier height
dc.subjectcapacitance-voltage
dc.subjectMEH-PPV
dc.subjectSchottky barrier
dc.titleAn Experimental Study on Artificial Intelligence-Based Prediction of Capacitance-Voltage Parameters of Polymer-Interface 6H-SiC/MEH-PPV/Al Schottky Diodes
dc.typeArticle

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