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Variability Modeling for Printed Inorganic Electrolyte-Gated Transistors and Circuits

机译:印刷无机电解质门控晶体管和电路的可变性建模

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摘要

Electrolyte-gated field-effect transistor technology is an attractive candidate for printed low-power electronics due to its high field-effect mobility and extremely low-voltage operation. Relying on an additive process, inkjet-printed devices display large process variations due to ink-substrate interactions, sensitivity to environmental conditions, such as temperature and humidity, as well as intrinsic variations of the ink. All of these sources of variations may display themselves in non-Gaussian distributions as suggested by our experiments. In this paper, we therefore propose a generic methodology for variability modeling of printed transistors, based on the Gaussian mixture model, which can be used to model any arbitrary distribution of the transistor model parameters. The proposed methodology was tested on two different data sets and has been used to predict the behavior of a measured printed security circuit as well as transistor dc characteristics.
机译:电解质门控场效应晶体管技术因其高的场效应迁移率和极低的工作电压而成为印刷低功耗电子产品的诱人选择。依靠加成工艺,由于油墨与基材之间的相互作用,对环境条件(例如温度和湿度)的敏感性以及油墨的固有变化,喷墨打印的设备显示出较大的工艺变化。正如我们的实验所建议的,所有这些变化的来源都可能以非高斯分布的形式出现。因此,在本文中,我们基于高斯混合模型,提出了一种用于印刷晶体管可变性建模的通用方法,该方法可用于对晶体管模型参数的任意分布进行建模。所提出的方法已在两个不同的数据集上进行了测试,并已用于预测已测印刷安全电路的行为以及晶体管的直流特性。

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