H. A. Elgomati, B. Majlis, A. Hamid, P. M. Susthitha, I. Ahmad
{"title":"Modelling of Process Parameters for 32nm PMOS Transistor Using Taguchi Method","authors":"H. A. Elgomati, B. Majlis, A. Hamid, P. M. Susthitha, I. Ahmad","doi":"10.1109/AMS.2012.22","DOIUrl":null,"url":null,"abstract":"As CMOS technology scales down to the nanometer level process variation can produce deviation in device parameters which affect circuit performance. In this paper, we investigate the effect of seven process parameters and two process noise parameters on threshold voltage (Vth) in a 32nm PMOS transistor. Using Taguchi's experimental robust design strategy seven process parameters were assigned to 7 columns of the L18 orthogonal array to conduct 18 simulation runs. Fabrication of the 32nm PMOS transistor was simulated by using the fabrication tool ATHENA and electrical characterization was simulated using ATLAS. These simulators were used for computing Vth simulations for each row of the L18 array with 4 combinations of the 2 noise factors. Taguchi's nominal-the-best S/N ratio was used as the objective functions for the minimization of variance in Vth. The best settings of process parameters were determined using Analysis of Mean (ANOM) and Analysis of Variance (ANOVA) for reducing the variability of Vth. The best settings were used for verification simulations and the results showed that the Vth values had the least variance and the mean value could be adjusted to-0.103V +-0.003 for PMOS, which is well within ITRS specifications.","PeriodicalId":407900,"journal":{"name":"2012 Sixth Asia Modelling Symposium","volume":"91 1","pages":"0"},"PeriodicalIF":0.0000,"publicationDate":"2012-05-29","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"15","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"2012 Sixth Asia Modelling Symposium","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.1109/AMS.2012.22","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
引用次数: 15
Abstract
As CMOS technology scales down to the nanometer level process variation can produce deviation in device parameters which affect circuit performance. In this paper, we investigate the effect of seven process parameters and two process noise parameters on threshold voltage (Vth) in a 32nm PMOS transistor. Using Taguchi's experimental robust design strategy seven process parameters were assigned to 7 columns of the L18 orthogonal array to conduct 18 simulation runs. Fabrication of the 32nm PMOS transistor was simulated by using the fabrication tool ATHENA and electrical characterization was simulated using ATLAS. These simulators were used for computing Vth simulations for each row of the L18 array with 4 combinations of the 2 noise factors. Taguchi's nominal-the-best S/N ratio was used as the objective functions for the minimization of variance in Vth. The best settings of process parameters were determined using Analysis of Mean (ANOM) and Analysis of Variance (ANOVA) for reducing the variability of Vth. The best settings were used for verification simulations and the results showed that the Vth values had the least variance and the mean value could be adjusted to-0.103V +-0.003 for PMOS, which is well within ITRS specifications.
当CMOS技术缩小到纳米级时,工艺变化会产生器件参数的偏差,从而影响电路的性能。本文研究了7个工艺参数和2个工艺噪声参数对32nm PMOS晶体管阈值电压(Vth)的影响。采用Taguchi的实验稳健设计策略,将7个工艺参数分配到L18正交阵列的7列,进行18次模拟运行。利用制作工具ATHENA模拟了32nm PMOS晶体管的制作过程,并用ATLAS模拟了电学表征。使用这些模拟器对L18阵列的每一行进行了4种噪声因子组合的第v次模拟。采用田口的名义最佳信噪比作为Vth方差最小化的目标函数。采用均值分析(ANOM)和方差分析(ANOVA)确定工艺参数的最佳设置,以减少Vth的可变性。使用最佳设置进行验证模拟,结果表明Vth值方差最小,PMOS的平均值可以调整到0.103 v +-0.003,完全符合ITRS规范。