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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 language | English |
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Title of host publication | 2016 Young Researchers in Vacuum Micro/Nano Electronics, VMNE-YR 2016 - Proceedings |
Publisher | Institute of Electrical and Electronics Engineers Inc. |
ISBN (Electronic) | 9781509046058 |
DOIs | |
State | Published - 16 Mar 2017 |
Event | 2016 Young Researchers in Vacuum Micro/Nano Electronics, VMNE-YR 2016 - Saint-Petersburg, Russian Federation Duration: 4 Oct 2016 → 5 Oct 2016 |
Conference | 2016 Young Researchers in Vacuum Micro/Nano Electronics, VMNE-YR 2016 |
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Country/Territory | Russian Federation |
City | Saint-Petersburg |
Period | 4/10/16 → 5/10/16 |
ID: 9425010