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IEEE Transactions on Semiconductor Manufacturing Information for Authors IEEE半导体制造信息汇刊
IF 2.3 3区 工程技术 Q2 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2026-02-06 DOI: 10.1109/TSM.2025.3648625
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引用次数: 0
IEEE Transactions on Semiconductor Manufacturing Publication Information IEEE半导体制造学报
IF 2.3 3区 工程技术 Q2 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2026-02-06 DOI: 10.1109/TSM.2025.3648601
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引用次数: 0
Buckling and Stress-Controlled RF MEMS Structures Using Annealing 屈曲和应力控制的退火RF MEMS结构
IF 2.3 3区 工程技术 Q2 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2025-12-22 DOI: 10.1109/TSM.2025.3646670
Khushbu Singh Raghav;Amit Kumar;Prashant Sharma;Prateek Kothari;Mahesh Angira;Deepak Bansal
Micro-Electro-Mechanical System (MEMS) devices show better performance as compared to solid-state devices in terms of radio frequency (RF) response, like insertion loss and isolation. However, MEMS devices face reliability issues, and stress is one of the main concerns. MEMS devices involve many non-traditional fabrication steps, like releasing hanging structures. Released MEMS structures show built-in stress from the fabrication process. This stress can cause them to bend, curl, or buckle. Especially in the case of Radio Frequency (RF) MEMS switches, curling buckling increases the pull-in voltage. In the literature, to address stress-related buckling, thermal annealing was applied at different temperatures after release. However, post-release annealing reduces the stress and results in curled-up and unstable structures. The present paper explores a novel and innovative method for thermally annealing structures at an appropriate stage to reduce stress and buckling in released cantilever structures. Annealing at the appropriate step results in a significant reduction in cantilever bending and warping, indicating effective stress relaxation and yielding straight, mechanically stable cantilevers. After controlling the stress and buckling, the pull-in voltage is reduced to 40 V, which is in close agreement with the simulated results. The measured insertion loss of the switch is –0.4 dB, and isolation is –22 dB for the DC to 20 GHz frequency range.
与固态器件相比,微机电系统(MEMS)器件在射频(RF)响应方面表现出更好的性能,如插入损耗和隔离。然而,MEMS器件面临可靠性问题,应力是主要问题之一。MEMS器件涉及许多非传统的制造步骤,如释放悬挂结构。释放的MEMS结构在制造过程中显示出内置应力。这种压力会导致它们弯曲、卷曲或弯曲。特别是在射频(RF) MEMS开关中,卷曲屈曲增加了拉入电压。在文献中,为了解决应力相关的屈曲问题,在释放后的不同温度下进行了热退火。然而,释放后退火降低了应力,导致卷曲和不稳定的结构。本文探索了一种新颖的、创新的方法,在适当的阶段对结构进行热退火,以减少释放悬臂结构的应力和屈曲。在适当的步骤退火导致悬臂梁弯曲和翘曲的显著减少,表明有效的应力松弛和屈服直,机械稳定的悬臂梁。控制应力和屈曲后,拉入电压降至40 V,与仿真结果吻合较好。在直流至20ghz频率范围内,该开关的测量插入损耗为-0.4 dB,隔离度为-22 dB。
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引用次数: 0
Scalable Multi-Site Test Architecture for Chiplet-Based Systems on ATE Platforms 基于芯片的系统在ATE平台上的可扩展多站点测试架构
IF 2.3 3区 工程技术 Q2 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2025-12-22 DOI: 10.1109/TSM.2025.3646674
Jae Hwan Shin;Hyunbeen Kim;Jin Hwan Park;Young-Woo Lee
As chiplet technologies such as 2.5D/3D rapidly advance, chiplet testing approaches are becoming increasingly challenging. Specifically, stacking multiple chips or high bandwidth memory (HBM) in a single package increases the I/O pin count, leading to longer test times and multi-site test performance degradation due to increased test complexity and resource constraints. In turn, this results in higher testing costs as additional time and equipment are required to maintain test efficiency. In this paper, we propose a novel test interface integrating digital and analog compression modules to achieve high parallelism and precise fault detection. The proposed architecture incorporates a device under test (DUT) off masking sequence and a fault detection scheme, which enhances production efficiency while optimizing limited test resources by reusing analog test instruments that were not previously used in digital functional testing. This approach reduces overall test resource requirements and supports cost-effective parallel testing without additional equipment. Experimental results include an analysis of the architecture’s operational reliability under process variations and demonstrate a reduction in test resources and an average 82.2% decrease in test data volume on the ISCAS’89 and OpenCores benchmarks compared to prior work.
随着2.5D/3D等芯片技术的快速发展,芯片测试方法变得越来越具有挑战性。具体来说,在单个封装中堆叠多个芯片或高带宽内存(HBM)会增加I/O引脚数,由于测试复杂性和资源限制的增加,导致测试时间更长,多站点测试性能下降。反过来,这会导致更高的测试成本,因为需要额外的时间和设备来保持测试效率。本文提出了一种集成数字和模拟压缩模块的新型测试接口,以实现高并行性和精确的故障检测。所提出的架构结合了被测设备(DUT)关闭屏蔽序列和故障检测方案,通过重复使用以前未用于数字功能测试的模拟测试仪器,提高了生产效率,同时优化了有限的测试资源。这种方法减少了总体测试资源需求,并支持经济有效的并行测试,而无需额外的设备。实验结果包括对该架构在进程变化下的运行可靠性的分析,并表明与之前的工作相比,在ISCAS ' 89和OpenCores基准测试中,测试资源减少,测试数据量平均减少82.2%。
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引用次数: 0
Performance of Filter-Type Laminar Air Curtains When the FOUP Door Opened 过滤式层流风幕开启后的性能
IF 2.3 3区 工程技术 Q2 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2025-12-19 DOI: 10.1109/TSM.2025.3646324
Shih-Cheng Hu;Tee Lin;Omid Ali Zargar;Chen-Lin Cho;Yang-Cheng Shih;Graham Leggett
Studies have shown that when the door of a Front Opening Unified Pod (FOUP) opens, the moisture or airborne molecular contamination (AMC) in the microenvironment can be influenced by the equipment layout, forming a skewed flow field. This skewed flow field can allow contaminants to enter the FOUP, adversely affecting the yield of the semiconductor manufacturing process. To effectively eliminate contaminants inside the FOUP, in addition to the common method of purging the FOUP, a laminar air curtain (LAC) device can be added to the FOUP door. This device introduces compressed dry air (CDA) at the interface between the microenvironment and the FOUP, forming flow barrier. This method effectively controls the cleanliness and humidity inside the FOUP. Currently, with the use of the laminar air curtain device, the humidity inside the FOUP significantly decreases. However, when the air reaches the bottom of the wafer box, it tends to diffuse outward, allowing contaminants to invade. To enhance the barrier effect of the air curtain, increasing the flow rate of the injected air is considered, but this can cause deformation of the perforated plate. Since the laminar air curtain device is installed near the door of the Load-Port Unit (LPU), the deformed perforated plate might collide with the LPU door, causing structural damage, generating particles, or displacing the laminar air curtain device, thus compromising its ability to effectively block contaminants from entering the FOUP. The previously developed filter-type laminar air curtain device has met the high flow rate (700 L/min) requirements and improved issues related to deformation and particle generation caused by high flow rates. However, comparative testing of performance across multiple samples in mass production is lacking. Therefore, this study will optimize the configuration of the filter-type laminar air curtain device, including the use of a perforated plate at the outlet and an airflow diffusion device inside the structure. After mass production, we will conduct performance comparisons, including indicators such as airflow uniformity and particle concentration. We expect that advancements in this research and technology will promote broader application of the filter-type air curtain device in the semiconductor industry.
研究表明,当前开式统一吊舱(FOUP)舱门打开时,微环境中的水分或空气中的分子污染物(AMC)会受到设备布置的影响,形成偏斜流场。这种扭曲的流场可以允许污染物进入FOUP,对半导体制造过程的良率产生不利影响。为了有效清除FOUP内部的污染物,除了采用常规的清洗方法外,还可以在FOUP门上增加层流气幕(LAC)装置。该装置在微环境和FOUP之间的界面引入压缩干空气(CDA),形成气流屏障。该方法可有效控制FOUP内部的洁净度和湿度。目前,随着层流气幕装置的使用,FOUP内部的湿度明显降低。然而,当空气到达晶圆盒底部时,它倾向于向外扩散,使污染物侵入。为了增强气幕的阻隔作用,可以考虑增加注入空气的流量,但这样会引起穿孔板的变形。由于层流气幕装置安装在负载端口单元(LPU)的门附近,变形的穿孔板可能与LPU门碰撞,造成结构损坏,产生颗粒,或取代层流气幕装置,从而影响其有效阻挡污染物进入FOUP的能力。先前开发的过滤式层流气幕装置满足了高流量(700 L/min)的要求,并改善了高流量引起的变形和颗粒产生问题。然而,在大规模生产中,缺乏跨多个样品的性能比较测试。因此,本研究将对过滤式层流气幕装置的配置进行优化,包括在出口处使用穿孔板和在结构内部使用气流扩散装置。量产后,我们将进行性能比较,包括气流均匀度、颗粒浓度等指标。我们期望这项研究和技术的进步将促进过滤器型气幕器件在半导体行业的更广泛应用。
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引用次数: 0
Data-Driven Endpoint Detection for Small Open Area Etching Using Interpretable Transfer Learning 使用可解释迁移学习的小开放区域蚀刻数据驱动端点检测
IF 2.3 3区 工程技术 Q2 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2025-12-15 DOI: 10.1109/TSM.2025.3643948
Zimeng Wang;Jaehyun Kim;Sanghee Han;Alp Akçay;Heeyeop Chae;Juseong Lee
Accurate endpoint detection is critical in semiconductor plasma etching. Optical emission spectroscopy data contains information about the endpoint, but its analysis requires significant domain knowledge, and it contains large noise when the open area ratio is small. This paper proposes an interpretable data-driven endpoint detection method for small open area etching, leveraging transfer learning. First, we propose a formal metric quantifying the significance of endpoint trend in each wavelength signal and select the wavelength signals that are most sensitive to endpoint variations. Second, we devise an asymmetric autoencoder to uncover the endpoint trend in the noisy signals. Its asymmetric architecture incorporates nonlinear characteristics while ensuring the latent feature reflects the endpoint trends of the individual signals. Experimental results show that the model that learned the large open area etching (11.1%) can detect the endpoints of the small open area etching (0.5%) with the relative mean absolute error less than 0.6%, and amplify the signal-to-noise ratio by a factor of 2-3. Furthermore, the analysis of the selected wavelengths provides deeper insights into the underlying physical processes. The proposed method can be applied with minimal domain knowledge, while its results allow for exploring physical interpretations.
在半导体等离子体蚀刻中,精确的端点检测是至关重要的。光学发射光谱数据包含端点信息,但其分析需要大量的领域知识,且在开区比较小时包含较大的噪声。本文提出了一种利用迁移学习的可解释数据驱动的小开放区域蚀刻端点检测方法。首先,我们提出了一个形式化度量来量化每个波长信号中端点趋势的重要性,并选择对端点变化最敏感的波长信号。其次,我们设计了一个非对称自编码器来揭示噪声信号中的端点趋势。它的非对称结构融合了非线性特征,同时保证了潜在特征反映了单个信号的端点趋势。实验结果表明,学习了大开口面积蚀刻(11.1%)的模型可以检测出小开口面积蚀刻(0.5%)的端点,相对平均绝对误差小于0.6%,信噪比放大了2-3倍。此外,对所选波长的分析提供了对潜在物理过程的更深入的了解。所提出的方法可以应用于最少的领域知识,而其结果允许探索物理解释。
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引用次数: 0
Feasibility Demonstration of GaN on Si Process for R&D and Manufacturing on Existing 200mm Si-Fab 现有200mm硅晶圆厂研发制造GaN on Si工艺的可行性论证
IF 2.3 3区 工程技术 Q2 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2025-12-11 DOI: 10.1109/TSM.2025.3642930
Luisito Livellara;Michele Molgg;Guido Pietrogrande;Selene Colombo;Daria Doria;Ivana Patoprsta;Costanza Adamo;Alessia Azzopardo;Paolo Colpani
This work reports the successful integration and processing of hundreds of GaN on Silicon wafer lots devoted to 100V Monolithic GaN power device within a standard 8-inch silicon fab primarily dedicated to BCD/CMOS technology production. By addressing key challenges related to gallium cross-contamination and equipment compatibility with thicker GaN on Si substrates, a comprehensive contamination management strategy was developed and implemented. This strategy includes dedicated equipment classification, backside wafer protection, optimized cleaning procedures for GaN etching tools, and rigorous monitoring using TXRF measurements. The approach enabled reliable, high-mechanical yield of GaN wafer device fabrication without impacting existing BCD/CMOS production lines, demonstrating the feasibility of coexisting GaN and silicon technologies in a shared manufacturing environment. This achievement paves the way for cost-effective scaling of GaN power device production within mainstream semiconductor fabs.
这项工作报告了在一个主要用于BCD/CMOS技术生产的标准8英寸硅晶圆厂内,成功集成和处理了数百个专用于100V单片GaN功率器件的硅晶圆上的GaN。通过解决与镓交叉污染和设备与Si衬底上较厚的GaN的兼容性相关的关键挑战,开发并实施了全面的污染管理策略。该策略包括专用设备分类,背面晶圆保护,GaN蚀刻工具的优化清洁程序,以及使用TXRF测量的严格监控。该方法在不影响现有BCD/CMOS生产线的情况下实现了可靠、高机械良率的GaN晶圆器件制造,证明了在共享制造环境中共存GaN和硅技术的可行性。这一成就为主流半导体晶圆厂生产GaN功率器件的成本效益扩展铺平了道路。
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引用次数: 0
Multi-Scale Content-Aware Enhancement Dual-Branch CNN for LED-Chip Defect Classification 基于多尺度内容感知增强双分支CNN的led芯片缺陷分类
IF 2.3 3区 工程技术 Q2 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2025-12-10 DOI: 10.1109/TSM.2025.3642343
Linyu Wei;Jueping Cai
The defect of the lighting-emitting diode (LED) chip is inevitable in the manufacturing process, which makes it necessary to classify the defective LED-chips with a robust inspection system to guarantee high production efficiency. Recently, convolutional neural networks (CNN) have attracted considerable attention in defect classification. With the miniaturization of chip size, it is difficult to recognize the defective chip using the traditional deep CNN, which obtains the large receptive field of the last layer so that the spatial details are ignored and small defects cannot be detected. To address this issue, we propose a multi-scale content-aware enhancement dual-branch CNN for LED-chip defect classification, which is a shallow network with a strong cross-layer feature extraction ability. Aiming at recognizing different sizes of the defect and filtering the noise, a multi-scale content-aware enhancement module is proposed to highlight the important features and inhibit the noise with three different receptive fields, which is beneficial for the detailed and semantic information extraction. Furthermore, a joint loss is adopted to improve the classification ability and facilitate the recognition of difficult samples. Experiments show that the proposed model achieves high recognition accuracy of 95.258% with a low model complexity, which is superior to state-of-the-art methods.
发光二极管(LED)芯片的缺陷在制造过程中是不可避免的,为了保证生产效率的提高,有必要用强大的检测系统对缺陷进行分类。近年来,卷积神经网络(CNN)在缺陷分类方面受到了广泛关注。随着芯片尺寸的小型化,传统的深度CNN很难识别出缺陷芯片,它获得了最后一层的大接受场,从而忽略了空间细节,无法检测到小缺陷。为了解决这一问题,我们提出了一种用于led芯片缺陷分类的多尺度内容感知增强双分支CNN,它是一种具有较强跨层特征提取能力的浅层网络。针对不同尺寸缺陷的识别和噪声的过滤,提出了一种多尺度内容感知增强模块,利用三种不同的感受野突出重要特征,抑制噪声,有利于细节信息和语义信息的提取。此外,采用联合损失来提高分类能力,方便对困难样本的识别。实验表明,该模型识别准确率高达95.258%,且模型复杂度较低,优于现有方法。
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引用次数: 0
Analyzing the Impact of Inclined Airflow Within the EFEM on the Lateral Flow Around the FOUP Using Flow Visualization Techniques 利用流动可视化技术分析EFEM内倾斜气流对FOUP周围横向流动的影响
IF 2.3 3区 工程技术 Q2 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2025-11-25 DOI: 10.1109/TSM.2025.3636948
Shih-Cheng Hu;Tee Lin;Omid Ali Zargar;Yi-Chang Lin;Yang-Cheng Shih;Graham Leggett
With rapid advancements in technology, Taiwan has become a global leader in semiconductor manufacturing. Over the past decade, process technologies have continually advanced, reaching the latest 1.2 nm node. However, as feature sizes shrink, the complexity of processes increases, leading to more stringent requirements for the stability of the manufacturing environment. Cleanroom environments have become increasingly critical in semiconductor manufacturing, significantly impacting production capacity and yield. In the equipment front-end module (EFEM), we observed that when the front opening unified pod (FOUP) door is opened, internal pressure differentials can cause air ingress into the microenvironment. This ingested air may carry moisture and oxygen, which, upon entering the FOUP, can damage the wafers, leading to decreased yield. In real-world scenarios, we found that despite the use of laminar air curtain devices, wafer box yields remained unstable due to the influence of inclined airflow. To simulate this situation, our experiment utilized flow field visualization to observe the effects of different air curtain flow rates (0.3 m/s,0.4 m/s and 0.5 m/s) and environmental wind speeds (0.3 m/s and 0.5 m/s) on inclined airflows (7°, 15°, and 30°) when the FOUP door is opened. While flow field visualization provided clear images of airflow directions, it could not determine whether the ingested air contained contaminants harmful to the wafers. Therefore, we supplemented our experiment with relative humidity monitoring data to identify whether the ingested air originated from the external environment or the air curtain device itself, providing effective recommendations based on the findings.
随着科技的快速发展,台湾已成为半导体制造业的全球领导者。在过去的十年中,工艺技术不断进步,达到了最新的1.2 nm节点。然而,随着特征尺寸的缩小,过程的复杂性增加,导致对制造环境的稳定性提出更严格的要求。洁净室环境在半导体制造中变得越来越重要,对生产能力和产量产生了重大影响。在设备前端模块(EFEM)中,我们观察到当打开前开口统一吊舱(FOUP)门时,内部压差会导致空气进入微环境。吸入的空气可能携带水分和氧气,一旦进入FOUP,就会损坏晶圆片,导致产量下降。在实际场景中,我们发现尽管使用层流气幕装置,晶圆盒的产率仍然不稳定,因为倾斜气流的影响。为了模拟这一情况,本实验利用流场可视化的方法,观察了不同风幕流速(0.3 m/s、0.4 m/s和0.5 m/s)和环境风速(0.3 m/s和0.5 m/s)对打开FOUP门时倾斜气流(7°、15°和30°)的影响。虽然流场可视化提供了清晰的气流方向图像,但它不能确定吸入的空气中是否含有对硅片有害的污染物。因此,我们在实验中补充了相对湿度监测数据,以确定吸入的空气是来自外部环境还是来自风幕装置本身,并根据结果提供有效的建议。
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引用次数: 0
A Computational Method for Screening Low-GWP Fluorinated Gases in Semiconductor Manufacturing 半导体制造中筛选低gwp氟化气体的计算方法
IF 2.3 3区 工程技术 Q2 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2025-11-14 DOI: 10.1109/TSM.2025.3633070
Dongkyum Kim;Jiwon Seo;Jun-Ho Choi;Munam Kim;Bumsuk Jung;Sang Jeen Hong;Jeongsoon Lee
The widespread use of fluorinated gases in semiconductor manufacturing has raised significant environmental concerns due to their high global warming potential (GWP). To address this issue, we developed a systematic methodology for screening and evaluating low-GWP F-gases based on density functional theory (DFT) calculations. The infrared absorption cross-section (ACS) spectra and radiative efficiencies (RE) of candidate gases were predicted and systematically corrected using an empirical scaling factor derived from the correlation between calculated and experimentally measured RE values. This correction significantly improved the accuracy of GWP predictions. The methodology was successfully validated against representative F-gases, yielding GWP1oo estimates that closely align with reported values for high-GWP gases (GWP1oo=2,240), mid-GWP gases (GWP1oo=87), and low-GWP gases (below GWP1oo=10). Notably, several candidate gases, such as COF2, CF3OCFCF2, CF3C(O)CF(CF3)2, and C6F6, exhibited estimated GWP1oo values of 1.79, 2.69, 3.03, and 7.56, respectively, which are consistent with reported values. They were re-confirmed by the proposed method as promising low-GWP alternatives to conventional high-GWP etching and cleaning gases. By adopting a practical, accessible DFT methodology, this approach delivers reliable comparisons of GWP values among candidate gases and supports rapid, on-site GWP assessments without requiring specialized expertise.
由于氟化气体的高全球变暖潜势(GWP),氟化气体在半导体制造中的广泛使用引起了严重的环境问题。为了解决这个问题,我们开发了一种基于密度泛函理论(DFT)计算的筛选和评估低gwp f气体的系统方法。利用计算值和实验测量值之间的相关性推导出的经验标度因子,对候选气体的红外吸收截面(ACS)光谱和辐射效率(RE)进行了预测和系统校正。这一修正显著提高了全球变暖潜值预测的准确性。该方法成功地针对代表性的f -气体进行了验证,得到的gwp100估估值与高gwp气体(gwp100 = 2240)、中gwp气体(gwp100 =87)和低gwp气体(低于gwp100 =10)的报告值密切一致。值得注意的是,几种候选气体,如COF2、CF3OCFCF2、CF3C(O)CF(CF3)2和C6F6,其gwp100的估计值分别为1.79、2.69、3.03和7.56,与报道值一致。通过提出的方法,它们被再次确认为有希望的低gwp替代传统的高gwp蚀刻和清洁气体。通过采用实用的、易于使用的DFT方法,该方法可以可靠地比较候选气体之间的GWP值,并支持快速的现场GWP评估,而无需专业知识。
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引用次数: 0
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IEEE Transactions on Semiconductor Manufacturing
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