Global optimization of process parameters for low-temperature SiNx based on orthogonal experiments

IF 4.2 2区 工程技术 Q2 ENGINEERING, MANUFACTURING Advances in Manufacturing Pub Date : 2022-12-20 DOI:10.1007/s40436-022-00423-z
Lian-Qiao Yang, Chi Zhang, Wen-Lei Li, Guo-He Liu, Majiaqi Wu, Jin-Qiang Liu, Jian-Hua Zhang
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Abstract

Low-temperature silicon nitride (SiNx) films deposited by plasma-enhanced chemical vapor deposition (PECVD) have huge application potential in the flexible display. However, the applicability of SiNx largely depends on the film’s general properties, including flexibility, deposition rate, residual stress, elastic modulus, fracture strain, dielectric constant, refraction index, etc. Process optimization towards specific application by conventional experiment design needs lots of work due to the interaction of muti quality and process parameters. Therefore, an efficient global optimization approach for the process technology was proposed based on the Taguchi orthogonal experiment method considering muti-factor muti-responses. First of all, the Taguchi orthogonal experiment design and analysis was used to rank the influences of main process parameters on the quality characteristics, including radio frequency (RF) power, pressure, silane flow rate, ammonia flow rate and nitrogen flow rate. Then, the global optimization approach was carried out utilizing the multi-response optimizer considering the combination target of film formation rate, residual stress, dielectric constant, elastic modulus, fracture strain, refractive index. Finally, the optimal solution of the SiNx film was finally obtained and verified.

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基于正交实验的低温氮化硅工艺参数全局优化
等离子体增强化学气相沉积(PECVD)技术制备的低温氮化硅(SiNx)薄膜在柔性显示领域具有巨大的应用潜力。然而,SiNx的适用性在很大程度上取决于薄膜的一般性能,包括柔韧性、沉积速率、残余应力、弹性模量、断裂应变、介电常数、折射率等。由于多种质量参数和工艺参数的相互作用,传统实验设计针对特定应用的工艺优化需要做大量的工作。为此,基于多因素多响应的田口正交试验法,提出了一种高效的工艺技术全局优化方法。首先,采用田口正交试验设计与分析,对射频功率、压力、硅烷流量、氨流量、氮流量等主要工艺参数对质量特性的影响进行排序。然后,考虑成膜率、残余应力、介电常数、弹性模量、断裂应变、折射率等组合目标,利用多响应优化器进行全局优化。最后得到了SiNx膜的最优解并进行了验证。
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来源期刊
Advances in Manufacturing
Advances in Manufacturing Materials Science-Polymers and Plastics
CiteScore
9.10
自引率
3.80%
发文量
274
期刊介绍: As an innovative, fundamental and scientific journal, Advances in Manufacturing aims to describe the latest regional and global research results and forefront developments in advanced manufacturing field. As such, it serves as an international platform for academic exchange between experts, scholars and researchers in this field. All articles in Advances in Manufacturing are peer reviewed. Respected scholars from the fields of advanced manufacturing fields will be invited to write some comments. We also encourage and give priority to research papers that have made major breakthroughs or innovations in the fundamental theory. The targeted fields include: manufacturing automation, mechatronics and robotics, precision manufacturing and control, micro-nano-manufacturing, green manufacturing, design in manufacturing, metallic and nonmetallic materials in manufacturing, metallurgical process, etc. The forms of articles include (but not limited to): academic articles, research reports, and general reviews.
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