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3D mask defect and repair simulation based on SEM images 基于SEM图像的三维掩模缺陷及修复仿真
Pub Date : 2022-11-01 DOI: 10.1117/12.2637978
Vlad Medvedev, P. Evanschitzky, A. Erdmann
Background: In practice, manufactured lithography masks come with a certain number of unintended defects. Therefore, mask fabrication is accompanied by a subsequent repair, performed via etching or material deposition by a gas-assisted focused electron beam. Aim: The goal of this work is to assess the lithographic impact of mask defects and corresponding repair by simulations. Approach: For this purpose, a novel analytical method was developed to retrieve exact repair shapes f rom scanning electron microscope (SEM) images of the mask patterns. A developed method, based on computer vision and image processing, is combined with a dedicated artificial intelligence (AI) network trained to detect defective contact and line/space patterns from mask SEM images. Lithography simulations were done for 3D masks derived from the real SEM images. Results: 3D masks with the 13 nm lines and 18 nm contact holes are simulated, and corresponding aerial images are computed. Different typical defects are investigated and demonstrate the robustness and effectiveness of the developed software. Conclusions: The developed analytical algorithm demonstrates a stable and accurate extraction of repair shapes from given mask SEM images. Using our simulation procedure, the impact of each defect from a variety of SEM images was assessed, and lithographic performance after a repair was predicted. In the simulations, the determination of the optimum repair shape is implemented as a two-step procedure providing a large overlap of process windows of defect-free and repaired features, hence high-quality lithography output.
背景:在实践中,制造的光刻掩模具有一定数量的意外缺陷。因此,掩模制造伴随着随后的修复,通过蚀刻或气体辅助聚焦电子束的材料沉积来完成。目的:通过仿真研究掩模缺陷对光刻的影响及相应的修复方法。方法:为此,开发了一种新的分析方法,从扫描电子显微镜(SEM)图像中检索精确的修复形状。一种基于计算机视觉和图像处理的开发方法与专门的人工智能(AI)网络相结合,该网络经过训练,可以从掩膜SEM图像中检测有缺陷的接触和线/空间模式。利用真实扫描电镜图像对三维掩模进行了光刻模拟。结果:模拟了具有13 nm线和18 nm接触孔的三维掩模,并计算了相应的航拍图像。研究了不同的典型缺陷,并证明了所开发软件的鲁棒性和有效性。结论:所开发的分析算法能够稳定、准确地从给定的掩模SEM图像中提取修复形状。利用我们的模拟程序,评估了各种SEM图像中每个缺陷的影响,并预测了修复后的光刻性能。在模拟中,最佳修复形状的确定是一个两步过程,提供了无缺陷和修复特征的大量重叠的过程窗口,从而获得高质量的光刻输出。
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引用次数: 1
OPC flow for non-conventional layouts: specific application to optical diffusers 非常规布局的OPC流:特定应用于光扩散器
Pub Date : 2022-11-01 DOI: 10.1117/12.2639563
E. Sungauer, S. Audran, Simon Guillaumet, D. Ristoiu
Some specific applications, such as optical devices, require non-conventional layouts. In this context, the known OPC solutions developed during decades and optimized for CMOS planar applications are facing significant challenges. Standard design files format as well as OPC algorithms are indeed suitable for 0-45-90° edges (also called Manhattan layouts) and other angle edges can lead to bad OPC results, huge run time, large file size, and even run crashes. While innovative developments are on going from OPC suppliers’ side, we have to use smartly the conventional OPC platforms to achieve accurate, fast and cost-effective solutions. Taking the example of optical diffusers application, we will discuss the implementation of such an OPC flow, including rule-based correction, SRAF insertion, model-based correction, and mask sign-off strategy.
一些特定的应用,如光学设备,需要非传统的布局。在这种背景下,经过数十年开发并针对CMOS平面应用进行优化的已知OPC解决方案正面临重大挑战。标准设计文件格式和OPC算法确实适用于0-45-90°边(也称为曼哈顿布局),而其他角度边可能导致糟糕的OPC结果,巨大的运行时间,大文件大小,甚至运行崩溃。虽然OPC供应商方面正在进行创新发展,但我们必须巧妙地使用传统的OPC平台来实现准确、快速和经济高效的解决方案。以光漫射器应用为例,我们将讨论这种OPC流的实现,包括基于规则的校正、SRAF插入、基于模型的校正和掩码签名策略。
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引用次数: 1
Spatial frequency breakdown of CD variation CD变化的空间频率击穿
Pub Date : 2022-11-01 DOI: 10.1117/12.2640808
T. Kovalevich, Barbara Witek, Daniel J. Riggs, J. Bekaert, L. van Look, M. Maslow
Controlling the Local CD Uniformity is important for the implementation of EUV lithography in high-volume production. Spatial frequency breakdown of stochastic effects and identification of stochastic noise contributors may help us to understand the current performance and suggest possibilities and pathways for future improvement. In this work, we look for potentially hidden sources of systematic local variability by collecting and analyzing CD metrology data over lengths greater than a single SEM field of view (FOV). Fourier analysis of the CD data is used to identify any systematic variability. This work will enable a more accurate breakdown of local variability. Additionally, using the length scale of any observed systematic signal we can attempt to trace back the origin and reduce or eliminate its source.
控制局部CD均匀性对于实现EUV光刻的大批量生产至关重要。随机效应的空间频率分解和随机噪声贡献者的识别可以帮助我们了解当前的性能,并为未来的改进提出可能性和途径。在这项工作中,我们通过收集和分析大于单个SEM视场(FOV)长度的CD计量数据来寻找潜在的系统局部变异性的隐藏来源。CD数据的傅里叶分析用于识别任何系统变异性。这项工作将使我们能够更准确地分解局部变化。此外,利用任何观测到的系统信号的长度尺度,我们可以尝试追溯其起源并减少或消除其来源。
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引用次数: 0
Contour based on-device overlay metrology assessment using synthetic SEM images 基于轮廓的设备覆盖计量评估,利用合成扫描电镜图像
Pub Date : 2022-11-01 DOI: 10.1117/12.2640140
Thibaut Bourguignon, B. Le Gratiet, J. Pradelles, S. Bérard-Bergery, G. Rademaker, N. Possémé
The shift of semiconductor industry applications into demanding markets as spatial and automotive led to high quality requirements to guaranty good performances and reliability in harsh environments. As reliability is directly related to a well-controlled process, characterizing the local overlay and its variations inside the chip itself becomes a real asset. While most available in-chip overlay metrologies require dedicated target or dedicated tools, we developed a new method that aims to augment the current SEM tool park into measuring the local overlay directly on the product. In a previous proceeding, this on-device and target-free overlay measurement based on CD-SEM contours has been assessed on SRAM patterns and showed promising results. The work presented here pushes forward this assessment using SEM synthetic images generated from the open-source Nebula simulator of electron-matter interaction. From a layout, a 3D geometry of the measured pattern can be generated, with materials and interfaces carefully defined. Then, a GPU-accelerated Monte-Carlo model simulates in tens of seconds the SEM image. This fast generation of images enables the use of synthetic SEM images in a digital twin system: they can be used to characterize and to challenge the overlay metrology, before applying it to real products. Indeed, a known overlay can be programmed in these images. This way the performances of the measurement algorithm can be assessed with a ground truth reference. Firstly, imaging parameters such as pixel size and noise have been varied in a wide range. This demonstrated a good accuracy and precision inside a defined measurement window with a coefficient of correlation above 0.996 and an offset lower than 0.2nm. In a second part, the influence of the pattern measured has been investigated and experimental results on SRAM could be reproduced using synthetic images. The origin of the loss of sensitivity has been identified and improvements in the contour extractions and used template led to a correlation with a slope of 1.03, an offset of 0.1nm and a Root Mean Square Deviation of 1.36 nm. Finally, the developed digital twin already showed behaviors in the measurement that were hidden in the on-wafer experiments, that helped assessing the method and which will be used in the future to define guidelines for template-based SEM-OVL measurements.
半导体工业应用向空间和汽车等苛刻市场的转变导致了高质量要求,以保证在恶劣环境下的良好性能和可靠性。由于可靠性与良好控制的过程直接相关,因此表征局部覆盖层及其在芯片内部的变化成为一项真正的资产。虽然大多数可用的片内覆盖测量需要专用目标或专用工具,但我们开发了一种新方法,旨在将当前的SEM工具库扩展到直接测量产品上的局部覆盖。在之前的研究中,这种基于CD-SEM轮廓的器件上和无目标覆盖测量已经在SRAM模式上进行了评估,并显示出有希望的结果。本文介绍的工作利用开源星云电子-物质相互作用模拟器生成的SEM合成图像推进了这一评估。从布局中,可以生成测量图案的3D几何形状,并仔细定义材料和接口。然后,利用gpu加速蒙特卡罗模型在数十秒内模拟出扫描电镜图像。这种快速生成的图像可以在数字孪生系统中使用合成SEM图像:在将其应用于实际产品之前,它们可以用于表征和挑战覆盖计量。事实上,已知的叠加可以在这些图像中编程。这样,测量算法的性能就可以用一个接地真值参考来评估。首先,成像参数如像素大小和噪声在很大范围内变化。在定义的测量窗口内具有良好的准确度和精密度,相关系数大于0.996,偏移量小于0.2nm。在第二部分中,研究了测量的图案对SRAM的影响,并利用合成图像再现了实验结果。灵敏度损失的根源已经确定,轮廓提取和使用模板的改进导致相关性斜率为1.03,偏移量为0.1nm,均方根偏差为1.36 nm。最后,开发的数字孪生体已经显示了隐藏在晶圆实验中的测量行为,这有助于评估方法,并将在未来用于定义基于模板的SEM-OVL测量指南。
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引用次数: 1
Mask variability with extraction of SEM image contour and area measurements 利用扫描电镜图像轮廓和面积测量提取掩模变异性
Pub Date : 2022-11-01 DOI: 10.1117/12.2640124
Matthieu Piloto, Romain Bange, F. Sundermann
This paper presents contour-based methods to assess mask variability. Mask certification depends on the measurement reliability and on criteria relevance. By now, ST and its maskshop partners rely mostly on CDSEM measurements for mask certification. However, this kind of metrology has limitations and, looking at the future, we think it would be timely to search for metrology which bypass those limitations. That is why we are looking at 2D metrology [1], especially to area and contour measurements [2] on SEM images using extracted contours. Thanks to the added value of 2D metrology, we expect to assess mask variability, mask uniformity and pattern fidelity. We also take the opportunity to compare the results on two FOVs (field of view) from the images provided by mask shops. Finally, we also intend to automate the whole measurement process to make it easier to use.
本文提出了基于轮廓的方法来评估掩模可变性。口罩认证取决于测量的可靠性和标准的相关性。到目前为止,ST及其口罩商店合作伙伴主要依靠CDSEM测量来进行口罩认证。然而,这种计量方法有其局限性,展望未来,我们认为寻找绕过这些局限性的计量方法是及时的。这就是为什么我们正在研究二维计量学[1],特别是使用提取的轮廓对SEM图像进行面积和轮廓测量[2]。由于二维计量的附加价值,我们期望评估掩模可变性,掩模均匀性和模式保真度。我们也借此机会比较了两个fov(视场)的结果,这两个fov是由面具商店提供的图像。最后,我们还打算自动化整个测量过程,使其更容易使用。
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引用次数: 0
Application of the three-state lithography model for grayscale lithography 三态光刻模型在灰度光刻中的应用
Pub Date : 2022-11-01 DOI: 10.1117/12.2641182
Bassem Badawi, C. Kutter
In this work, we focus on the application of the "three-state lithography model" developed for the production of 3D-topographies in photoresist through grayscale lithography. We demonstrate in detail how the variables of the model are determined and optimized in a parameter definition procedure. The principle work ow for a automated mask generation is shown on a pyramid sample structure. Additionally, we tested a top and bottom anti-reflective coating for the use of surface smoothening. Experiments reveal bottom anti-reflective coating as method of choice to smoothen the surfaces on manufactured 3D-topographies.
在这项工作中,我们专注于应用“三态光刻模型”,通过灰度光刻技术在光刻胶中生产3d地形。我们详细演示了如何在参数定义过程中确定和优化模型的变量。在金字塔样结构上显示了自动掩模生成的原理。此外,我们还测试了用于表面平滑的顶部和底部抗反射涂层。实验表明,底部抗反射涂层是制造3d地形表面光滑的选择方法。
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引用次数: 0
High-precision optical constant characterization of materials in the EUV spectral range: from large research facilities to laboratory-based instruments EUV光谱范围内材料的高精度光学常数表征:从大型研究设施到实验室仪器
Pub Date : 2022-11-01 DOI: 10.1117/12.2640176
V. Soltwisch, S. Glabisch, A. Andrle, V. Philipsen, Q. Saadeh, S. Schröder, L. Lohr, R. Ciesielski, S. Brose
Any modeling of an interaction between photons and matter is based on the optical parameters. The determination of these parameters, also called optical constants or refractive indices, is an indispensable component for the development of new optical elements such as mirrors, gratings, or lithography photomasks. Especially in the extreme ultraviolet (EUV) spectral region, existing databases for the refractive indices of many materials and compositions are inadequate or are a mixture of experimentally measured and calculated values from atomic scattering factors. Synchrotron radiation is of course ideally suited to verify such material parameters due to the tuneability of photon energy. However, due to the large number of possible compounds and alloys, the development of EUV laboratory reflectometers is essential to keep pace with the development of materials science and allow for inline or on-site quality control. Additionally, optical constants are also essential for EUV metrology techniques that aim to achieve dimensional reconstruction of nanopatterned structures with sub-nm resolution. For this purpose, we studied a TaTeN grating created on an EUV Mo/Si multilayer mirror, to mimic a novel absorber EUV photomask. We present here a first reconstruction comparison of these structures, measured by EUV scatterometry at the electron storage ring BESSYII and with a laboratory setup of a spectrally-resolved EUV reflectometer developed at RWTH Aachen University. Both approaches differ in several aspects reaching from setup size to spectral quality (brilliance, bandwidth and coherence) as well as the measured and simulated data.
光子和物质之间相互作用的任何模型都是基于光学参数的。这些参数的测定,也称为光学常数或折射率,是开发新的光学元件(如反射镜、光栅或光刻光罩)不可或缺的组成部分。特别是在极紫外(EUV)光谱区域,现有的许多材料和成分的折射率数据库是不充分的,或者是实验测量值和原子散射因子计算值的混合。由于光子能量的可调性,同步辐射当然是验证这些材料参数的理想选择。然而,由于大量可能的化合物和合金,EUV实验室反射计的发展是必不可少的,以跟上材料科学的发展,并允许在线或现场质量控制。此外,光学常数对于旨在实现亚纳米分辨率的纳米图案结构的尺寸重建的EUV计量技术也是必不可少的。为此,我们研究了在EUV Mo/Si多层反射镜上创建的TaTeN光栅,以模拟一种新型的吸收EUV光掩膜。我们在这里提出了这些结构的第一次重建比较,通过电子存储环BESSYII的EUV散射测量和亚琛工业大学开发的光谱分辨EUV反射计的实验室装置进行测量。这两种方法在几个方面有所不同,从设置大小到光谱质量(亮度、带宽和相干性)以及测量和模拟数据。
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引用次数: 2
Synergy between quantum computing and semiconductor technology 量子计算与半导体技术的协同作用
Pub Date : 2022-11-01 DOI: 10.1117/12.2639994
R. Verberk, D. Michalak, R. Versluis, H. Polinder, N. Samkharadze, S. Amitonov, A. Sammak, L. Tryputen, D. Brousse, R. Hanfoug
As part of the National Agenda for Quantum Technology, QuTech (TU Delft and TNO) has agreed to make quantum technology accessible to society and industry via its full-stack prototype: Quantum Inspire. This system includes two different types of programmable quantum chips: circuits made from superconducting materials (transmons), and circuits made from silicon-based materials that localize and control single-electron spins (spin qubits). Silicon-based spin qubits are a natural match to the semiconductor manufacturing community, and several industrial fabrication facilities are already producing spin-qubit chips. Here, we discuss our latest results in spin-qubit technology and highlight where the semiconducting community has opportunities to drive the field forward. Specifically, developments in the following areas would enable fabrication of more powerful spin-qubit based quantum computing devices: circuit design rules implementing cryogenic device physics models, high-fidelity gate patterning of low resistance or superconducting metals, gate-oxide defect mitigation in relevant materials, silicon-germanium heterostructure optimization, and accurate magnetic field generation from on-chip micromagnets.
作为国家量子技术议程的一部分,QuTech(代尔夫特理工大学和TNO)已同意通过其全栈原型:Quantum Inspire,使量子技术面向社会和工业界。该系统包括两种不同类型的可编程量子芯片:由超导材料(传输子)制成的电路,以及由硅基材料制成的电路,这些材料可以定位和控制单电子自旋(自旋量子位)。硅基自旋量子比特是半导体制造界的天然匹配,一些工业制造设施已经在生产自旋量子比特芯片。在这里,我们讨论了我们在自旋量子比特技术方面的最新成果,并强调了半导体界有机会推动该领域向前发展的地方。具体来说,以下领域的发展将使制造更强大的基于自旋量子位的量子计算设备成为可能:实现低温设备物理模型的电路设计规则,低电阻或超导金属的高保真栅极图形,相关材料的栅极氧化物缺陷减轻,硅锗异质结构优化,以及片上微磁体的精确磁场产生。
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引用次数: 0
New registration calibration strategies for MBMW tools by PROVE measurements 基于PROVE测量的MBMW工具配准校准新策略
Pub Date : 2022-11-01 DOI: 10.1117/12.2641517
M. Haberler, P. Hudek, Michal Jurkovič, E. Platzgummer, Christoph Spengler, Lena Bachar, Steffen Steinert, Hui-Wen Lu-Walther, D. Beyer
EUV lithography is currently setting the pace for the semiconductor industry’s expectations on future progress towards the 3nm node and beyond. This technology also defines the upcoming challenges for equipment providers upstream and downstream of the production line among which wafer-level overlay and CD error requirements stand out most prominent. Registration errors on the mask, both local (mid-range) and global (long-range), contribute to overlay errors on the wafer. Here, we will present novel calibration strategies for the IMS Multi-Beam Mask Writer (MBMW) by ZEISS PROVE measurements to meet the mask registration requirements: First, we showcase how we can efficiently leverage the high precision, resolution and fast capture time of the PROVE tool to allow for extensive control and tuning of MBMW properties that affect local registration (LREG) such as systematic residual errors originating from the electron beam optics. Second, we provide insights into the MBMW Registration Improvement Correction (RIC) calibrated with PROVE technology. This feature allows removing remaining systematic local registration errors in the MBMW electron beam array field (82μm x 82μm) resulting in LREG improvement by 30% from 1.2nm to 0.8nm three-sigma. Third, we show how the PROVE technology can be applied efficiently for the calibration of the MBMW’s Thermal Expansion Correction (TEC) that allows compensating systematic global registration errors originating from thermal-mechanical deformations of the mask during the writing process.
目前,EUV光刻技术正在为半导体行业对未来3nm及以上节点的发展的期望设定步伐。该技术也为生产线上下游的设备供应商定义了即将到来的挑战,其中晶圆级覆盖和CD误差要求最为突出。掩模上的局部(中程)和全局(远程)配准误差都会导致晶圆上的覆盖误差。在这里,我们将为蔡司PROVE测量的IMS多波束掩模编写器(MBMW)提出新的校准策略,以满足掩模配准要求:首先,我们展示了如何有效地利用PROVE工具的高精度、分辨率和快速捕获时间,以允许广泛控制和调整影响本地配准(LREG)的MBMW属性,例如源自电子束光学的系统残余误差。其次,我们提供了使用PROVE技术校准的MBMW注册改进校正(RIC)的见解。该特性允许消除MBMW电子束阵列场(82μm x 82μm)中剩余的系统局部配准误差,从而使LREG从1.2nm提高到0.8nm三西格玛30%。第三,我们展示了如何将PROVE技术有效地应用于MBMW的热膨胀校正(TEC)的校准,该校正允许补偿在写入过程中由掩模的热机械变形引起的系统全局配准误差。
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引用次数: 0
Optimizing EUV imaging metrics as a function of absorber thickness and illumination source: simulation case study of Ta-Co alloy 以吸收体厚度和光源为函数优化EUV成像指标:Ta-Co合金的模拟案例研究
Pub Date : 2022-11-01 DOI: 10.1117/12.2640098
D. Thakare, A. Delabie, V. Philipsen
The imaging performance of a mask in EUV lithography is governed by the optical properties of the absorber material, namely the refractive index n and extinction coefficient k, and by its thickness. The imaging metrics viz. Normalized Intensity Log Slope (NILS), Telecentricity Error (TCE) and Best Focus Variation (BFV) through pitch, exhibit a tradeoff. In addition, the choice of illumination has a significant influence on these imaging metrics. Most of the previous studies have focused on either reflectivity or phase shift induced by the absorber to determine the optimum absorber thickness. The limitation of this approach is that the structure of the patterns on the mask is ignored. This simulation study is intended to facilitate the selection of the optimum absorber thickness with an emphasis on diffraction order analysis and the impact of illumination source shape using a case study of TaCo alloy. The behavior of imaging metrics is investigated as a function of absorber thickness in combination with illumination source shapes recommended in the literature. Maximal NILS, TCE within specified limits, balancing of diffraction order amplitudes with a minimum phase difference, and throughput criterion, are the important parameters that are considered when selecting the optimum absorber thickness. We evaluate and compare the through pitch imaging performance of TaCo alloy with recommended thicknesses, to that of the reference TaBN 60 nm absorber using Leaf shape Dipole (LDP), Inner Half Leaf shape Dipole (IHLDP) and Outer Half Leaf shape Dipole (OHLDP) for Line and Space (LnS) pattern with trench width of 10nm and the smallest pitch of 20 nm. The study confirms that TaCo alloy exhibits improved NILS and lower BFV compared to the reference TaBN 60 nm absorber.
在EUV光刻中,掩模的成像性能取决于吸收材料的光学特性,即折射率n和消光系数k,以及它的厚度。成像指标,即归一化强度对数斜率(NILS),远心误差(TCE)和最佳聚焦变化(BFV)通过螺距,表现出一种权衡。此外,照明的选择对这些成像指标有显著的影响。以往的研究大多集中在吸收剂的反射率或相移上,以确定吸收剂的最佳厚度。这种方法的局限性是忽略了掩模上图案的结构。本仿真研究以TaCo合金为例,重点分析了衍射阶分析和光源形状的影响,旨在促进最佳吸收层厚度的选择。成像指标的行为被研究作为一个函数吸收剂厚度结合照明光源形状在文献中推荐。最大NILS、限定范围内的TCE、最小相位差下衍射阶幅值的平衡以及通量准则是选择最佳吸收剂厚度时需要考虑的重要参数。我们评估并比较了推荐厚度的TaCo合金与参考材料TaBN 60 nm吸收剂在线和空间(LnS)模式下的透距成像性能,分别使用叶形偶极子(LDP)、内半叶形偶极子(IHLDP)和外半叶形偶极子(OHLDP),槽宽为10nm,最小间距为20 nm。研究证实,与参考TaBN 60 nm吸收剂相比,TaCo合金具有更好的NILS和更低的BFV。
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引用次数: 2
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European Mask and Lithography Conference
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