场发射信号的线性回归模型

Ekaterina E. Lifantova, M. I. Varayun', A. Y. Antonov
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摘要

本文考虑了建立一个线性回归模型来估计积分Fowler-Nordheim方程参数的问题。对具有正态分布噪声的场发射电流进行了数值模拟。基于最小二乘法,构造了Fowler-Nordheim方程参数的估计。统计检验的应用表明,在大多数情况下,线性回归模型的余量是正态分布的,尽管集成的电流-电压特性是对数变换的。从某种意义上说,结果证明了线性回归分析的简便方法在估计I-V曲线参数方面的适用性。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
A linear regression model for the field emission signal
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.
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