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2022 International Symposium on Semiconductor Manufacturing (ISSM)最新文献

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Principal Component Analysis Based GaN Transistor Live Health Monitoring 基于主成分分析的GaN晶体管实时健康监测
Pub Date : 2022-12-12 DOI: 10.1109/ISSM55802.2022.10026977
F. Chalvin, Y. Miyamae, Yoshiaki Oku, K. Nakahara
Adoption of next generation semiconductors is still low, partly due to limited knowledge from the reliability point of view. To help solving this problem we introduce a way to track transistor degradation in real time using PCA analysis. By using this method, it is possible to detect when a transistor is no longer operating nominally from easily obtained voltage measurements.
下一代半导体的采用率仍然很低,部分原因是从可靠性的角度来看,知识有限。为了帮助解决这个问题,我们引入了一种使用PCA分析实时跟踪晶体管退化的方法。通过使用这种方法,可以通过容易获得的电压测量来检测晶体管何时不再正常工作。
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引用次数: 0
Plasma Process Classification Using Causal Discovery Technique 基于因果发现技术的等离子体过程分类
Pub Date : 2022-12-12 DOI: 10.1109/ISSM55802.2022.10027032
Kobayashi Dai, Kitsunezuka Masaki, Kataoka Yuki, Shi Jun
The plasma etching process for semiconductor fabrication is too complex to specify the causal structure of the mechanism especially of process variation. Therefore, prediction of etching performance is affected by correlation but not actual causal relationship to process variation. Such correlation is called pseudo correlation. In this research, we introduced the causal discovery technique to clarify the causality of the parameters in process. This method has been applied for experimental process data with consumed parts. The causal structure has been estimated reasonable and a model based on the structure have been achieved better prediction precision for process performance and parts consumption.
半导体制造的等离子体刻蚀过程过于复杂,难以确定其机理的因果结构,特别是工艺变化的因果结构。因此,蚀刻性能的预测受工艺变化的相关性影响,而不是实际的因果关系。这种相关性被称为伪相关。在本研究中,我们引入了因果发现技术来澄清过程中参数的因果关系。该方法已应用于含废件的实验工艺数据。通过对因果结构的合理估计,建立了基于因果结构的模型,对工艺性能和零件消耗具有较好的预测精度。
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引用次数: 0
Optimization of RF Frequencies in Dual-frequency Capacitively Coupled Plasma Apparatus Using Genetic Algorithm (GA) and Plasma Simulation 基于遗传算法和等离子体仿真的双频电容耦合等离子体装置射频频率优化
Pub Date : 2022-12-12 DOI: 10.1109/ISSM55802.2022.10026920
S. Takagi, Tatsuhiro Nakaegawa, S. Hsiao, M. Sekine
As a method to optimize the power frequency of dual-frequency plasma, we propose an optimization method that combines genetic algorithm and plasma simulation. A two-dimensional plasma simulation model of Ar plasma was constructed with a fluid model. Combining this simulation model with a genetic algorithm, plasma conditions with high plasma density and small variations in electron density were calculated. As a result, the optimum conditions were 175 to 210 MHz for the high-frequency generator and 0.5 to 4.0 MHz for the low-frequency generator.
为了优化双频等离子体的工频,提出了一种将遗传算法与等离子体仿真相结合的优化方法。采用流体模型建立了二维氩等离子体模拟模型。将该模型与遗传算法相结合,计算了等离子体密度高、电子密度变化小的等离子体条件。因此,高频发生器的最佳工作条件为175 ~ 210 MHz,低频发生器的最佳工作条件为0.5 ~ 4.0 MHz。
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引用次数: 2
A Study on Detection Method Using 2-Class Classifiers for Defective Wafer Maps 基于二类分类器的缺陷晶圆图检测方法研究
Pub Date : 2022-12-12 DOI: 10.1109/ISSM55802.2022.10026916
Seima Sakaguchi, Yasushi Arimura, T. Yamauchi, Yuichi Tokuyama, Tomoya Kawai, Hidetaka Eguchi, Hiroyuki Morinaga, H. Kawanaka, Tetsushi Wakabayashi
In semiconductor manufacturing, a pattern of chips with electrical failures in the wafer is usually used to identify failure factors. Wafers with similar in-plane trends are likely to have the same defect factors, and clustering techniques are often used to identify defect factors. It is, however, difficult for clustering approaches to make a cluster of infrequent unknown patterns. As a result, it will occur missing defect patterns. We discussed the method to detect infrequent unknown patterns and accurately classify frequent known defect patterns. We tried to make the proposed scheme with three strategies. As the first approach, VGG16 and SVM were used as the feature extractor and a classifier, respectively. The second approach is Convolutional Auto Encoder (CAE). We constructed CAEs for each known class, and the CAEs were trained to reconstruct the input images. When we take the above strategy, the constructed CAE cannot reconstruct the same image when the input image does not belong to the same class. It will be helpful to judge whether the given image belongs to the same class. The third approach uses the difference degree between the given image and typical images. The calculated value of the difference is used for distinguishing using thresholds. The experimental results show that the classification accuracy of known classes is 75.9%, the detection rate of unknown classes is 62.5%, and unknown clusters containing 35.7% of unknown classes are successfully created. To improve yield, it is essential to detect unknown defects at an early stage. If we can generate clusters that are mostly composed of unknown classes, it will be possible to recognize the occurrence of unknown defects. Since the proposed method was able to generate clusters in which unknown classes account for about 35%, we believe that it is sufficient to detect the occurrence of unknown defects.
在半导体制造中,晶圆中带有电气故障的芯片模式通常用于识别故障因素。具有相似面内趋势的晶圆可能具有相同的缺陷因素,而聚类技术通常用于识别缺陷因素。然而,对于聚类方法来说,很难将不常见的未知模式聚在一起。因此,会出现缺失缺陷模式。我们讨论了检测不常见的未知模式和准确分类常见的已知缺陷模式的方法。我们试图用三种策略来制定所提出的方案。作为第一种方法,VGG16和SVM分别作为特征提取器和分类器。第二种方法是卷积自动编码器(CAE)。我们为每个已知类别构建cae,并训练cae来重建输入图像。当我们采用上述策略时,当输入图像不属于同一类时,所构建的CAE无法重构出相同的图像。这将有助于判断给定的图像是否属于同一类。第三种方法是利用给定图像与典型图像之间的差异程度。差值的计算值用于使用阈值进行区分。实验结果表明,已知类的分类准确率为75.9%,未知类的检测率为62.5%,成功创建了包含35.7%未知类的未知聚类。为了提高成品率,在早期发现未知缺陷是非常必要的。如果我们能够生成主要由未知类组成的集群,就有可能识别未知缺陷的发生。由于所提出的方法能够生成未知类约占35%的聚类,因此我们认为它足以检测未知缺陷的发生。
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引用次数: 0
Technology Trends and Characteristics of Patent Information Disclosure in Advanced Semiconductor Photoresist 先进半导体光刻胶专利信息公开的技术趋势与特点
Pub Date : 2022-12-12 DOI: 10.1109/ISSM55802.2022.10027038
Kosuke Watahiki, Y. Midoh, Kazuya Okamoto
This paper focuses on advanced semiconductor photoresists and analyzes the patent data from the following four perspectives: relationship between semiconductor trends and resists; profit gains of the photoresist industry; advanced extreme ultraviolet lithography trends and sustainable development goals (SDGs); and patent quality and filing trends for photoresists. As a result, we obtain the trend of semiconductor photoresists accurately reflecting miniaturization and its relation to SDGs. In addition, a guideline for patent quality and information disclosure characteristics is obtained. Photoresist is a crucial component of the semiconductor industry in miniaturization, and patents are an effective application tool for the trend investigation.
本文以先进半导体光阻剂为研究对象,从以下四个方面对专利数据进行了分析:半导体趋势与光阻剂的关系;光刻胶行业利润增长情况;先进极紫外光刻技术趋势与可持续发展目标(SDGs);以及光刻胶的专利质量和申请趋势。因此,我们得到了半导体光阻剂准确反映小型化的趋势及其与可持续发展目标的关系。此外,还得出了专利质量和信息披露特征的准则。光刻胶是半导体工业小型化的重要组成部分,专利是研究这一趋势的有效工具。
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引用次数: 1
In Situ Measurement and Analysis of Low Pressure Gas Concentration Distribution Using 70-dB SNR 1,000 Frame-Per-Second Absorption Imaging System 利用70 db信噪比1000帧/秒的吸收成像系统对低压气体浓度分布进行现场测量与分析
Pub Date : 2022-12-12 DOI: 10.1109/ISSM55802.2022.10027064
Yushi Sakai, Yoshinobu Shiba, Takafumi Inada, T. Goto, T. Suwa, Akihito Sutoh, T. Morimoto, Y. Shirai, S. Sugawa, Tetsu Oikawa, Aoi Hamaya, R. Kuroda
We are developing a 70-dB SNR 1,000 frame-per-second absorption imaging system, and it enables us to visualize gas concentration distribution and its dynamic behavior in a chamber for semiconductor manufacturing. In the steady-state gas flow condition, the spectrometry of NO2 gas shows a good linear relationship between the absorbance and the partial pressure above approximately 0.1 Pa with the system. Such low partial pressure measurement enables the visualization of beginning of jet out of $text{NO}_{2}/text{Ar}$ mixed gases from a nozzle. Furthermore, 1,000 frame-per-second imaging enables analyses of the gas velocity distribution and its width.
我们正在开发一种70 db信噪比1000帧/秒的吸收成像系统,它使我们能够可视化半导体制造腔室中的气体浓度分布及其动态行为。在稳态气体流动条件下,NO2气体的光谱分析结果表明,吸光度与系统约0.1 Pa以上的分压呈良好的线性关系。如此低的分压测量使得从喷嘴中喷出混合气体的喷射开始可视化。此外,每秒1000帧的成像可以分析气体速度分布和宽度。
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引用次数: 1
Hydrogen diffusion behavior in CH4N-molecularion-implanted wafers for three-dimensional stacked CMOS image sensors 三维堆叠CMOS图像传感器用ch4n分子注入晶圆中氢的扩散行为
Pub Date : 2022-12-12 DOI: 10.1109/ISSM55802.2022.10027110
Ryosuke Okuyama, T. Kadono, Ayumi Masada, Akihiro Suzuki, Koji Kobayashi, S. Shigematsu, R. Hirose, Yoshihiro Koga, K. Kurita
In this study, the diffusion behavior of hydrogen in a CH4N-molecular-ion-implanted epitaxial wafer was investegated by reaction kinetic analysis. Two hydrogen-trapping sites, carbon aggregate and end of range (EOR) defects, were formed in the CH4N-implanted region. The C-H2 binding state was formed in the carbon aggregate region. On the other hand, the N-H binding state was formed in the EOR defect region. This result indicates that CH4N-molecular-ion-implanted epitaxial wafers contribute to the reduction in Dit at the SiO2/Si interface due to hydrogen desorption from the CH4N-implanted region during heat treatment in the device process.
本研究采用反应动力学分析方法研究了氢在ch4n分子离子注入外延片中的扩散行为。ch4n注入区形成了碳聚集体和EOR缺陷两个氢捕获点。碳聚集区形成C-H2结合态。另一方面,在提高采收率缺陷区形成了N-H结合态。这一结果表明,ch4n分子离子注入外延片有助于降低SiO2/Si界面上的Dit,这是由于在器件过程中热处理过程中ch4n注入区域的氢解吸所致。
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引用次数: 0
Plasma Diagnostics and Characteristics of Hydrofluorocarbon Films in Capacitively Coupled CF4/H2 Plasmas 电容耦合CF4/H2等离子体中氢氟碳膜的等离子体诊断和特性
Pub Date : 2022-12-12 DOI: 10.1109/ISSM55802.2022.10027112
S. Hsiao, Y. Imai, Nikolay Britrun, T. Tsutsumi, K. Ishikawa, M. Sekine, M. Hori
Plasma diagnostics including electron density, temperature, neutral atomic densities of the $mathbf{CH}_{4}/mathbf{H}_{2}$ plasmas were performed in a capacitively-coupled reactor using surface-wave probe, Langmuir probe and vacuum ultraviolet absorption spectroscopy. The plasma density increased monotonically with varying $mathbf{H}_{2}$ content from 30 to 90 %. The electron temperature first decreased with $mathbf{H}_{2}$ up to 50 % and then increased at higher $mathbf{H}_{2}$ concentration. The HF concentration reached a maximum value at a $mathbf{H}_{2}$ of approximately 50 %, which is probably due to balance between H and F radicals from the plasma. Increasing the $mathbf{H}_{2}$ content resulted in a higher H concentration and a less cross-linked structure of the amorphous hydrofluorocarbon films, analyzed by using in situ Fourier transformation infrared spectroscopy.
利用表面波探针、朗穆尔探针和真空紫外吸收光谱,在电容耦合反应器中对$mathbf{CH}_{4}/ $ mathbf{H}_{2}$等离子体进行了电子密度、温度、中性原子密度等等离子体诊断。随着$mathbf{H}_{2}$含量从30%到90%的变化,等离子体密度单调增加。当$mathbf{H}_{2}$浓度达到50%时,电子温度先下降,然后随着$mathbf{H}_{2}$浓度的增加而升高。HF浓度在$mathbf{H}_{2}$处达到最大值,约为50%,这可能是由于等离子体中H和F自由基之间的平衡。采用原位傅立叶变换红外光谱法分析了$mathbf{H}_{2}$含量的增加使非晶氢氟碳膜的H浓度升高,交联结构减小。
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引用次数: 0
Obtaining of Carbon Nanowalls with A Specified Morphology 具有特定形貌的碳纳米壁的制备
Pub Date : 2022-12-12 DOI: 10.1109/ISSM55802.2022.10026968
Ye. Yerlanuly, M. Gabdullin, R. Nemkayeva, R. Zhumadilov, Balaussa Ye. Alpysbayeva, T. Ramazanov
This work presents experimental results on the synthesis of carbon nanowalls (CNWs) with predefined morphology on the surface of nanoporous alumina membrane using method of radio-frequency plasma-enhanced chemical vapor deposition. Obtained samples were characterized by the methods of scanning electron microscopy and Raman spectroscopy. From the microstructure analyses of CNWs, it has been observed that there is a time dependence of the reproducibility of membrane morphology by CNWs. At the early stage of CNWs growth, CNWs grow preferably around the edges of nanopores and continue to grow vertically with time. Nanopores size begin to shrink drastically and pores are completely covered by secondary flake-like CNWs after 25 minutes of growth.
本文介绍了利用射频等离子体增强化学气相沉积方法在纳米多孔氧化铝膜表面合成具有预定形貌的碳纳米墙的实验结果。用扫描电镜和拉曼光谱对所得样品进行了表征。通过对CNWs的微观结构分析,我们发现CNWs对膜形态的再现性具有一定的时间依赖性。在CNWs生长的早期,CNWs在纳米孔的边缘生长,并随着时间的推移继续垂直生长。生长25分钟后,纳米孔尺寸开始急剧缩小,孔隙被次生片状CNWs完全覆盖。
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引用次数: 0
Characterization of Light propagation loss in Photonics devices using High-Resolution CDSEM metrology 利用高分辨率CDSEM测量技术表征光子器件中的光传播损耗
Pub Date : 2022-12-12 DOI: 10.1109/ISSM55802.2022.10027161
S. Levi, R. L. Tiec, C. Dupré, C. Vannuffel, T. Dewolf, S. Garcia, K. Millard, B. Meynard, Y. Lee, M. Colard, H. A. Dujaili, J. Faugier-Tovar, Shinsuke Mizuno
Photonic devices manufactured on core materials (by example Si or SiN) wafers, using a semiconductor fabrication technique, was demonstrated to increase data transmission speed, consume less power, and generate less heat than conventional electronic circuits. Light propagation loss strongly dependents on the Waveguide edge roughness. To reduce roughness, three patterning methods are evaluated, dry vs wet lithography, OPC (Optical proximity correction) and Hydrogen anneal on two types of waveguides, RIB and STRIP, fabricated on SOI wafer. In this paper, we demonstrate innovative methods to measure edge roughness of straight and curved WGs with a CDSEM. CD roughness measurements are correlated with light propagation loss.
在核心材料(例如Si或SiN)晶圆上制造的光子器件,使用半导体制造技术,被证明可以提高数据传输速度,消耗更少的功率,并且比传统电子电路产生更少的热量。光的传播损耗与波导边缘粗糙度密切相关。为了降低粗糙度,我们评估了三种图像化方法,干法和湿法光刻,OPC(光学接近校正)和氢退火,在SOI晶圆上制造两种波导,RIB和STRIP。在本文中,我们展示了一种创新的方法来测量直线和弯曲WGs边缘粗糙度的CDSEM。CD粗糙度测量与光传播损耗相关。
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引用次数: 0
期刊
2022 International Symposium on Semiconductor Manufacturing (ISSM)
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