Precise and practical 3D topography simulation of high aspect ratio contact hole etch by using model optimization algorithm

Tetsuya Nishizuka, Ryo Igosawa, Takahiro Yokoyama, Kaoru Sako, Hironori Moki, M. Honda
{"title":"Precise and practical 3D topography simulation of high aspect ratio contact hole etch by using model optimization algorithm","authors":"Tetsuya Nishizuka, Ryo Igosawa, Takahiro Yokoyama, Kaoru Sako, Hironori Moki, M. Honda","doi":"10.1116/6.0003515","DOIUrl":null,"url":null,"abstract":"High Aspect Ratio Contact (HARC) hole etch is one of the most challenging processes that require many efforts to optimize etch condition. As the aspect ratio increases, novel issues, such as “distortion” and “twisting,” have been highlighted. Since they cause nonaxisymmetric features along the hole axis, it is difficult to understand the etch mechanism correctly, and therefore, taking a 3D profile image is essential to evaluate the exact etch profile. In this study, we created the models for HARC etch with a cell-based Particle Monte Carlo topography simulator by fitting both vertical and horizontal cross-sectional profiles carefully to the experimental results. Moreover, we attempted to apply a model optimization algorithm. By collaboration of human and the algorithm, modeling engineers can minimize a try-and-error approach, and a precise 3D simulation model can be created much faster than before. As a result, the distortion and twisting profiles were reproduced very well on the simulator, and thus, it is expected that the simulator can be utilized as a practical tool for an assistance of process optimization.","PeriodicalId":170900,"journal":{"name":"Journal of Vacuum Science & Technology A","volume":"109 51","pages":""},"PeriodicalIF":0.0000,"publicationDate":"2024-06-10","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"Journal of Vacuum Science & Technology A","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.1116/6.0003515","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
引用次数: 0

Abstract

High Aspect Ratio Contact (HARC) hole etch is one of the most challenging processes that require many efforts to optimize etch condition. As the aspect ratio increases, novel issues, such as “distortion” and “twisting,” have been highlighted. Since they cause nonaxisymmetric features along the hole axis, it is difficult to understand the etch mechanism correctly, and therefore, taking a 3D profile image is essential to evaluate the exact etch profile. In this study, we created the models for HARC etch with a cell-based Particle Monte Carlo topography simulator by fitting both vertical and horizontal cross-sectional profiles carefully to the experimental results. Moreover, we attempted to apply a model optimization algorithm. By collaboration of human and the algorithm, modeling engineers can minimize a try-and-error approach, and a precise 3D simulation model can be created much faster than before. As a result, the distortion and twisting profiles were reproduced very well on the simulator, and thus, it is expected that the simulator can be utilized as a practical tool for an assistance of process optimization.
利用模型优化算法对高纵横比接触孔蚀刻进行精确实用的三维形貌模拟
高纵横比接触(HARC)孔蚀刻是最具挑战性的工艺之一,需要付出许多努力来优化蚀刻条件。随着高宽比的增加,"变形 "和 "扭曲 "等新问题凸显出来。由于它们会导致沿孔轴线的非轴对称特征,因此很难正确理解蚀刻机制,因此,拍摄三维剖面图像对于评估准确的蚀刻剖面至关重要。在本研究中,我们使用基于单元的粒子蒙特卡洛形貌模拟器创建了 HARC 刻蚀模型,将垂直和水平截面轮廓与实验结果进行了仔细拟合。此外,我们还尝试应用模型优化算法。通过人与算法的协作,建模工程师可以最大限度地减少试错方法,比以前更快地创建精确的三维仿真模型。结果,模拟器很好地再现了变形和扭曲轮廓,因此,该模拟器有望成为协助工艺优化的实用工具。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
求助全文
约1分钟内获得全文 求助全文
来源期刊
自引率
0.00%
发文量
0
×
引用
GB/T 7714-2015
复制
MLA
复制
APA
复制
导出至
BibTeX EndNote RefMan NoteFirst NoteExpress
×
提示
您的信息不完整,为了账户安全,请先补充。
现在去补充
×
提示
您因"违规操作"
具体请查看互助需知
我知道了
×
提示
确定
请完成安全验证×
copy
已复制链接
快去分享给好友吧!
我知道了
右上角分享
点击右上角分享
0
联系我们:info@booksci.cn Book学术提供免费学术资源搜索服务,方便国内外学者检索中英文文献。致力于提供最便捷和优质的服务体验。 Copyright © 2023 布克学术 All rights reserved.
京ICP备2023020795号-1
ghs 京公网安备 11010802042870号
Book学术文献互助
Book学术文献互助群
群 号:481959085
Book学术官方微信