A linear regression model for the field emission signal

Ekaterina E. Lifantova, Marina I. Varayun, Andrei Yu Antonov

Research output: Chapter in Book/Report/Conference proceedingConference contributionpeer-review

Abstract

In the paper the problem of constructing a linear regression model to estimate the parameters of the integral Fowler-Nordheim equation is considered. Numerical modeling of the field emission current with a normally distributed noise is carried out. Based on the method of least squares, estimates of the parameters of the Fowler-Nordheim equation are constructed. The application of statistical tests showed that in most cases the remains of a linear regression model are normally distributed, in spite of the logarithmic transformation of the integrated current-voltage characteristics. In a sense, the results are justify the applicability of the convenient methods of linear regression analysis to estimate the parameters of the I-V curve.

Original languageEnglish
Title of host publication2016 Young Researchers in Vacuum Micro/Nano Electronics, VMNE-YR 2016 - Proceedings
PublisherInstitute of Electrical and Electronics Engineers Inc.
ISBN (Electronic)9781509046058
DOIs
StatePublished - 16 Mar 2017
Event2016 Young Researchers in Vacuum Micro/Nano Electronics, VMNE-YR 2016 - Saint-Petersburg, Russian Federation
Duration: 4 Oct 20165 Oct 2016

Conference

Conference2016 Young Researchers in Vacuum Micro/Nano Electronics, VMNE-YR 2016
CountryRussian Federation
CitySaint-Petersburg
Period4/10/165/10/16

Scopus subject areas

  • Electronic, Optical and Magnetic Materials
  • Ceramics and Composites
  • Electrical and Electronic Engineering

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