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2022 IEEE International Symposium on the Physical and Failure Analysis of Integrated Circuits (IPFA)最新文献

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Chlorine effect on copper bonding wire reliability 氯对铜键合线可靠性的影响
Jinzhi Lois Liao, Bisheng Wang, Xi Zhang, Younan Hua, Xiaomin Li
Currently, wire bonding is still the dominant interconnection mode in microelectronic packaging. Copper (Cu) bonding wire is widely used due to its advantages, such as low-cost and good electrical conductivity. However, Cu wire bond is susceptible to galvanic corrosion. It is well known that Cu wire bond corrosion with the presence of moisture and chlorine (Cl). However, there is few reports on Cl effect on Cu wire bond at elevated temperature.This paper discusses the influence of Cl effect on the Cu wire bond. Different contents of Cl were purposely added into the epoxy molding compound (EMC). Accelerated reliability tests biased highly accelerated stress test (bHAST), temperature humidity ubias test (THT), and high temperature storage test (HTS) were conducted. The purpose is to compare the Cl effect on Cu wire bond reliability under different environments (i.e. temperature, humidity, voltage). It is found that Cl acted as a catalyst in IMC corrosion under humid environment. Cl also caused wire bond failure in HTS test if the Cl content is high. This work can serve as a reference to semiconductor engineers and scientist who use Cu wire bond.
目前,线键合仍是微电子封装中主要的互连方式。铜(Cu)键合线因其成本低、导电性好等优点而得到广泛应用。然而,铜线键易受电偶腐蚀。众所周知,铜丝粘结腐蚀与存在的水分和氯(Cl)。然而,关于高温下Cl对铜丝键合的影响的报道很少。本文讨论了Cl效应对铜丝结合的影响。有针对性地在环氧成型胶(EMC)中加入不同含量的氯。进行了加速可靠性试验偏置高加速应力试验(bast)、温度湿度偏差试验(THT)和高温贮存试验(HTS)。目的是比较不同环境(即温度、湿度、电压)下Cl对铜线键合可靠性的影响。发现Cl在潮湿环境下对IMC腐蚀起催化剂的作用。当Cl含量较高时,HTS试验中也会导致钢丝粘结失败。该工作可作为半导体工程师和科学家使用铜线键合的参考。
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引用次数: 5
Supervised Image Retrieval and Ranking Technique for Lock-in Thermography Images 锁定热成像图像的监督图像检索与排序技术
Rui Zhen Tan, N. Venkatarayalu, I. Atmosukarto, A. Premkumar, Tict Eng Teh, K. K. Thinn, Ming Xue
Lock-in Thermography (LIT) is a non-destructive technique in the failure analysis (FA) of integrated circuits (ICs). In diagnosing the cause of failure, a FA specialist spends a long time searching through a repository of historical images. In this paper, a supervised image retrieval and ranking algorithm incorporating image similarity and classification has been developed. Features are extracted from the images by passing them through the pre-trained VGG16 network. Principal component analysis (PCA) is then performed to identify 100 significant components that serve as signatures for each image and for computing Euclidean distance as the similarity metric. Next, a two-layer classifier replicating the human judgment process has been developed. The first layer of the classifier differentiates whether the query image is taken at the package or die level, whereas the second layer identifies the package or device class of the image. By analyzing the query image through the classifier, its classes in the two layers are determined. The distances of database images belonging to the same classes as the query image are reduced, shifting them ahead. The images thus sorted and ranked are recommended. The algorithm was tested on a dataset of 372 images of which 298 images were used for database construction, and 74 images were used as queried images. The incorporation of class classification improved the precision rate by recommending more images belonging to the same classes as the query.
锁定热成像技术(LIT)是集成电路失效分析中的一种非破坏性技术。在诊断故障原因时,FA专家要花费很长时间搜索历史图像存储库。本文提出了一种结合图像相似度和分类的有监督图像检索和排序算法。通过预先训练好的VGG16网络从图像中提取特征。然后进行主成分分析(PCA)来识别100个重要成分,作为每个图像的签名,并计算欧几里得距离作为相似性度量。接下来,开发了一个复制人类判断过程的双层分类器。分类器的第一层区分查询图像是在封装级别还是在芯片级别拍摄的,而第二层识别图像的封装或设备类别。通过分类器对查询图像进行分析,确定其在两层中的类。与查询图像属于同一类的数据库图像的距离减少,将它们移动到前面。这样排序和排名的图像是推荐的。在372张图像的数据集上对算法进行了测试,其中298张用于数据库构建,74张用作查询图像。类分类的结合通过推荐更多与查询属于同一类的图像,提高了准确率。
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引用次数: 1
Novel and Simple Cross-sectional FIB Circuit Edit Techniques for Circuit Isolation 用于电路隔离的新型简单截面FIB电路编辑技术
P. K. Tan, Y. L. Pan, S. L. Ting, A. Quah, Y. Tam, A. Teo, N. Xu, H. Thoungh, K. Kang, T. T. Yu, C. Q. Chen
Focused Ion Beam Circuit Edit (FIB-CE) is one of the most commonly used silicon (Si) debug tools that are often used in the semiconductor industry, especially for the new design prototype chip. With the expanding growth of semiconductor applications in different areas, such as next-generation smartphones, automotive, medical equipment, artificial intelligence, RF application, and high power devices, the new prototype chip demand has also increased. Hence, FIB-CE plays an important role in Si debugging for new designs or prototype chips. Among FIB-CE jobs in failure analysis (FA), circuit isolation is one of the common requests. This paper introduces a novel and simple cross-sectional FIB circuit edit (XFIB-CE) techniques for circuit isolation. This technique utilized a normal cross-sectional FIB as a method to cut and isolate the unwanted circuitry. Hence, it is an easier, simpler and more efficient alternative technique for FIB-CE circuit isolation as compared with the top-down FIB-CE milling technique.
聚焦离子束电路编辑(FIB-CE)是半导体行业中最常用的硅(Si)调试工具之一,尤其适用于新设计原型芯片。随着半导体在下一代智能手机、汽车、医疗设备、人工智能、射频应用、大功率器件等不同领域的应用不断扩大,对新型原型芯片的需求也在增加。因此,FIB-CE在新设计或原型芯片的Si调试中起着重要作用。在故障分析(FA)中的FIB-CE作业中,电路隔离是常见的要求之一。本文介绍了一种新颖、简单的横截面FIB电路编辑技术(XFIB-CE)。该技术利用正常横截面FIB作为切断和隔离不需要的电路的方法。因此,与自上而下的FIB-CE铣削技术相比,它是一种更容易、更简单、更有效的FIB-CE电路隔离替代技术。
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引用次数: 0
Novel Submicron Spatial Resolution Infrared Microspectroscopy for Failure Analysis of Semiconductor Components 用于半导体元件失效分析的新型亚微米空间分辨率红外微光谱
Syahirah Zulkifli, Bernice Zee, M. Lo
This paper demonstrates the capability of submicron Optical PhotoThermal InfraRed (O-PTIR) spectroscopy in the chemical identification of semiconductor component failures during failure analysis which was otherwise limited by conventional Fourier Transform Infrared Spectroscopy (FTIR). In the case studies presented, O-PTIR could analyze imperfect sample surfaces of (1) a 5 μm narrow gap filled with strong infrared absorbers, and of (2) poorly reflective regions. The versatility of O-PTIR provides precise identification of material chemical identification to improve failure analysis capabilities of such challenging samples.
本文证明了亚微米光学光热红外光谱(O-PTIR)在半导体元件失效分析中的化学识别能力,而传统的傅里叶变换红外光谱(FTIR)在其他方面受到限制。在本文的案例研究中,O-PTIR可以分析(1)5 μm窄间隙充满强红外吸收体和(2)反射较差区域的不完美样品表面。O-PTIR的多功能性提供了精确的材料化学鉴定,以提高这种具有挑战性的样品的失效分析能力。
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引用次数: 2
Uncovering the True Defect Behind an Ambiguous Distinct PEM Hotspot Through Micro-Probing and FIB Circuit Edit-PVC Analysis 通过微探测和FIB电路编辑- pvc分析揭示模糊的PEM热点背后的真正缺陷
N. J. Lagatic, Jerald Santos, Jonelle Mananguit
In some cases, even though a distinct emission (EMMI) hotspot localized by a Photo Emission (PEM) tool and in-depth circuit analysis have established a correlation between the electrical failure, it does not guarantee that a defect will be found exactly at the EMMI site location during physical analysis. Supplementary fault localization techniques such as powered and static micro-probing complemented by circuit editing using Focused-Ion Beam (FIB) and Passive Voltage Contrast (PVC) analysis are necessary to uncover the true defect behind an ambiguous distinct PEM hotspot. Two case studies are presented in this paper to demonstrate how these supplementary techniques were exploited to successfully determine the failure mechanism and root cause.
在某些情况下,尽管通过光发射(PEM)工具定位的明显发射(EMMI)热点和深入的电路分析已经建立了电气故障之间的相关性,但它并不能保证在物理分析期间精确地在EMMI站点位置发现缺陷。补充故障定位技术,如动力和静态微探针,加上使用聚焦离子束(FIB)和无源电压对比(PVC)分析的电路编辑,对于揭示模糊的PEM热点背后的真正缺陷是必要的。本文提出了两个案例研究,以演示如何利用这些补充技术成功地确定故障机制和根本原因。
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引用次数: 0
The Application of 2nd Harmonic Laser Voltage Imaging for Timing Failure, Re-Thinning Techniques for Effective Dislocation Identification 二次谐波激光电压成像在时序故障中的应用,再细化技术在有效位错识别中的应用
S. Liu, Kuang Yuan Chao, H. Chou, Wen Sheng Wu
Laser voltage imaging (LVI) and laser voltage probing (LVP) are laser stimulation techniques to verify a device under test (DUT) and have been widely used for circuit debugging and various frequency-dependent failure modes [1] [2]. In this paper, a scan chain with timing failure study was demonstrated by using LVI and LVP techniques, and further physical failure analysis (PFA) found dislocations in bulk silicon by plan view transmission electron microscopy (TEM). However, on checking the depth of dislocations by 3D-TEM, only deep dislocations were found, and it was hard to explain the phenomenon of channel leakage.In this paper, it is not to introduce the methods for dislocation inspection. The major idea is how to distinguish the dislocations those would induce channel leakage. In this work, we presented a re-thinning technique for shallow dislocation inspection by using EasyLift [5]. The EasyLift system allowed operators to extract the lamella and attach it to a TEM grid, all within the dual beam FIB chamber. Because the lamella had attached to TEM grid, lamella re-thinning and acquisition of TEM images could be performed repeatedly [6]. Using this method makes it possible to partially remove the deep dislocations from bulk silicon and then perform 3D-TEM to acquire the actual depth of target of interest.
激光电压成像(LVI)和激光电压探测(LVP)是验证被测器件(DUT)的激光刺激技术,已广泛用于电路调试和各种频率相关故障模式[1][2]。本文利用LVI和LVP技术研究了具有时序失效的扫描链,并通过平面透射电子显微镜(TEM)进一步进行了物理失效分析(PFA),发现了大块硅中的位错。然而,在3D-TEM检查位错深度时,只发现了深度位错,难以解释通道泄漏现象。本文不介绍位错检测的方法。其主要思想是如何区分引起通道泄漏的位错。在这项工作中,我们提出了一种使用EasyLift进行浅层位错检查的再稀释技术[5]。EasyLift系统允许操作人员提取薄片并将其连接到TEM网格,所有这些都在双波束FIB室中进行。由于片层已经附着在TEM网格上,可以重复进行片层再细化和TEM图像采集[6]。使用这种方法可以部分去除体硅的深层位错,然后进行3D-TEM以获得感兴趣目标的实际深度。
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引用次数: 0
Application of Cross-Section EBIC to Localize Junction Anomaly 横截面EBIC在结异常定位中的应用
F. Rivai, S. L. Ting, P. T. Ng, A. Teo, A. Quah, P. K. Tan, C. Q. Chen
Junction profile anomalies are one of most challenging failures to localize as the abnormal junction profile is usually difficult to be visualized. Thus, typical failure process relies heavily on electrical characterization of the junction profiles to hypothesize the failure. In this paper, a case study was described to demonstrate the effective use of Cross-Section EBIC to reveal incoming substrate anomaly in the N-type epitaxy layer thickness resulting in product low yield.
结剖面异常是最具挑战性的故障之一,因为异常结剖面通常难以可视化。因此,典型的失效过程在很大程度上依赖于结型的电特性来假设失效。在本文中,描述了一个案例研究,以证明有效地使用横截面EBIC来揭示传入衬底异常在n型外延层厚度导致产品低良率。
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引用次数: 0
Effective Backend Defect Localization by Destructive Fault Isolation 基于破坏性故障隔离的有效后端缺陷定位
Siew Ming Lim, Jack Yi Jie Ng
Nanoprobing has become increasingly important for die level failure analysis as the industry moves towards smaller geometry over the years. This paper presents two case studies on Field Programmable Grid Array (FPGA) failure to demonstrate a destructive fault isolation methodology with the combination of delayering and nanoprobing in physical failure analysis
随着工业多年来向更小的几何形状发展,纳米探测对于模具级失效分析变得越来越重要。本文介绍了现场可编程网格阵列(FPGA)故障的两个案例研究,以展示在物理故障分析中结合分层和纳米探测的破坏性故障隔离方法
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引用次数: 0
Hybrid Unsupervised Clustering for Pretext Distribution Learning in IC Image Analysis 混合无监督聚类在IC图像分析中的借口分布学习
Yee-Yang Tee, Xuenong Hong, Deruo Cheng, Tong Lin, Yiqiong Shi, B. Gwee
Delayered integrated circuit image analysis is an important step in hardware assurance, which is typically performed by automated approaches such as deep learning. The data dependent deep learning techniques require a diverse set of training data containing most of the variations in the delayered circuit images to perform well, which can be highly challenging to curate. In this paper, we present a hybrid unsupervised clustering method that aims to learn the distribution of newly acquired circuit image datasets, to aid the subsequent analysis flow. Our method consists of a deep learning-based feature extractor stage and a feature clustering stage, and we evaluate the performance of several feature extraction networks and clustering algorithms. Experimental results show that our method could obtain a promising normalized mutual information (NMI) score of 0.6095 on a dataset of delayered IC images taken of a manufactured Integrated Circuit (IC), and demonstrates excellent ability to retrieve visually similar images when provided with query images.
延迟集成电路图像分析是硬件保证的重要步骤,通常由深度学习等自动化方法执行。依赖于数据的深度学习技术需要一组不同的训练数据,其中包含延迟电路图像中的大多数变化,才能表现良好,这可能是极具挑战性的。在本文中,我们提出了一种混合无监督聚类方法,旨在学习新获取的电路图像数据集的分布,以帮助后续的分析流程。我们的方法包括一个基于深度学习的特征提取阶段和一个特征聚类阶段,我们评估了几种特征提取网络和聚类算法的性能。实验结果表明,该方法可以获得0.6095的归一化互信息(NMI)分数,并且在提供查询图像的情况下,具有良好的检索视觉相似图像的能力。
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引用次数: 1
The IC Ultra-Thin Back Surface - A Field of Real Nanoscale Fault Isolation Opportunities Requiring a Skillful Sample Preparation 集成电路超薄背面-一个需要熟练样品制备的真正纳米级故障隔离机会的领域
C. Boit, J. Jatzkowski, F. Altmann, M. DiBattista, S. Silverman, G. Zwicker, N. Herfurth, E. Amini, J.-P. Seifert
The backside approach of contactless fault isolation (CFI) was comfortable as long as it could be carried out with Near Infra-Red (NIR) optical techniques. But even with a solid immersion lens (SIL), the resolution was limited to ~180nm, corresponding to ca. 40nm node integrated circuit (IC) technologies. However, with failure analysis (FA) experience and circuit simulation, it was still successful down to 14 nm FinFET technology. There are several attempts to keep optical CFI competitive because the FA community has enormous experience to read and interpret the obtained signals. Two major strategies are out to save optical CFI for smaller nanoscale IC technologies: (1) shorter wavelength increases resolution by practically max. 2X, but then optical absorption is increasing by orders of magnitude so bulk silicon has to get very thin, and (2) sticking to NIR resolution and work with the signal mix coming from ca. 10 FETs inside the optical spot, requiring an increasing level of circuit and device knowledge involving big data and Artificial Intelligence/Machine Learning (AI/ML).Here, another way out will be presented: (3) fault isolation techniques with real nanoscale resolution like e-beam probing, backside nanoprobing and even near-field optical microscopy are possible if only the back surface of the IC is very close to the active device. This Ultra-Thin Silicon Back Surface (UTSBS) has already been explored to a certain extent. This work shows an overview about the results that are available and the still open field of opportunities. These techniques also support CFI in 3D systems. The sample preparation is very challenging as it has to get down very close to the device of interest but gives more degrees of freedom as only local planarity in a trench is required. No space for a SIL has to be created and the imaging or probing techniques have a long working distance.So, the ultra-thinning may be only necessary in local area, offering a number of preparation solutions consisting of mainly FIB trenching and laser etching. They can as well be composed of these techniques. It will also be presented how beneficial chemical mechanical polishing (CMP) can be.
非接触故障隔离(CFI)的背面方法是舒适的,只要它能与近红外(NIR)光学技术进行。但即使使用固体浸没透镜(SIL),分辨率也被限制在~180nm,对应于约40nm的节点集成电路(IC)技术。然而,根据失效分析(FA)经验和电路仿真,它仍然是成功的14纳米FinFET技术。由于FA社区在读取和解释获得的信号方面拥有丰富的经验,因此有几种尝试可以保持光学CFI的竞争力。为了将光学CFI节省到更小的纳米级集成电路技术中,有两个主要的策略:(1)更短的波长实际上最大限度地提高了分辨率。2倍,但随后光学吸收增加了几个数量级,因此大块硅必须变得非常薄,并且(2)坚持近红外分辨率,并处理来自光学点内约10场效应管的信号混合,这需要越来越多的电路和器件知识,涉及大数据和人工智能/机器学习(AI/ML)。在这里,我们将提出另一种解决方法:(3)如果集成电路的背面非常靠近有源器件,那么具有真正纳米级分辨率的故障隔离技术,如电子束探测、背面纳米探测甚至近场光学显微镜都是可能的。这种超薄硅背表面(UTSBS)已经进行了一定程度的探索。这项工作显示了对现有结果和仍然开放的机会领域的概述。这些技术也支持3D系统中的CFI。样品制备非常具有挑战性,因为它必须非常接近感兴趣的设备,但由于只需要沟槽中的局部平面,因此提供了更多的自由度。无需为SIL创建空间,成像或探测技术具有较长的工作距离。因此,可能只需要在局部区域进行超细化,提供了以FIB沟切和激光蚀刻为主的多种制备方案。它们也可以由这些技术组成。还将介绍化学机械抛光(CMP)的好处。
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引用次数: 0
期刊
2022 IEEE International Symposium on the Physical and Failure Analysis of Integrated Circuits (IPFA)
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