利用蒙特卡罗方法结合主成分分析法建立HEMT统计模型

C. Ciminelli, A. D’orazio, M. De Sario, V. Petruzzelli, F. Prudenzano
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引用次数: 0

摘要

提出了一种提取高电子迁移率晶体管等效电路参数(ECP)的统计方法。该方法基于主成分分析(PCA)与蒙特卡罗方法相结合,可以成功地用于评价HEMT的可靠性及其技术分散效应。此外,该方法还提供了一个有效的系统,可以在没有测量值的情况下推导出ECP值。由于这个程序,设备设计者可以在设计过程中获得明显的帮助。
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HEMT statistical modeling using Monte Carlo method combined with Principal Components Analysis
A statistical methodology is presented for the extraction of equivalent circuit arameters (ECP's) of high electron mobility transistors (HEMT). This methodology, based upon the Principal Component Analysis (PCA) combined with the Monte Carlo method, can be successfully employed for evaluating HEMT's reliability and their technological dispersion effects, too. Furthermore the method provides an efficient system to derive ECP's values when the measured ones are not available. Thanks to this procedure the device designer can gain a noticeable aid during the design.
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