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Fusion prognostics-based qualification of microelectronic devices 基于融合预测的微电子器件鉴定
M. Pecht, E. George, A. Vasan, P. Chauhan
The rapid evolution of electronic products has resulted in numerous choices for customers. This has made for intense competition between manufacturers to reduce costs and minimize the time to market for their products. One bottle-neck in getting products to market is the qualification process, which has traditionally been time-consuming and often inadequate to prevent failures in field. In particular, in the past decade, there have been significant numbers of microelectronic devices that have passed qualification tests but failed in the field. The resulting costs of these failures have been in the billions of dollars. Thus, there is a need to develop approaches to qualification methodologies that quicken the development time but also prevent product failures in the field. This paper discusses the current state of qualification practices in the electronics industry. Then, an alternative approach, called fusion prognostics, for qualification is presented that can make the process more efficient and cost-effective. This approach involves an in-situ qualification process that incorporates a fusion of machine learning techniques and physics-of-failure based prognostics. The machine learning techniques are used to monitor the degradation behavior during testing. On the other hand, the physics-of-failure techniques identify critical failure mechanisms and the acceleration factors.
电子产品的快速发展给消费者带来了无数的选择。这导致了制造商之间的激烈竞争,以降低成本并最大限度地缩短产品上市时间。将产品推向市场的一个瓶颈是认证过程,这一过程传统上很耗时,而且往往不足以防止现场出现故障。特别是在过去十年中,有相当数量的微电子设备通过了资格测试,但在该领域失败了。这些失败造成的损失高达数十亿美元。因此,有必要开发认证方法,以加快开发时间,同时也防止产品在该领域的失败。本文讨论了电子行业资格认证实践的现状。然后,提出了一种替代方法,称为融合预后,用于鉴定,可以使过程更有效和更具成本效益。这种方法包括一个现场鉴定过程,该过程融合了机器学习技术和基于故障物理的预测。机器学习技术用于监测测试过程中的退化行为。另一方面,失效物理技术确定了关键失效机制和加速因素。
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引用次数: 2
Quantitative analysis for noise generated from share circuitries within DDR3 DRAM DDR3 DRAM共享电路噪声的定量分析
I. Nam, J. Lim, H. Hwang, K. Cho, J. Choi
Correctable errors, almost single bit errors, can be induced from random data transition in DRAM. In the system, most of CEs are corrected by error correction code, but there is intermittent system down. Several literatures have reported that noise generated from share circuitries is regarded as a cause of soft failure. Noisy environments are one of the unavoidable factors in the high speed, high density, and low power DRAM. For the purpose of finding out noise source, we investigated states of share circuitries with random data transition. BLSA, power transistor, power line, and common plate were also researched with DDR3 DRAMs. A simple model was proposed with the quantitative analysis. Results show that the soft failure occurs when unexpected combination of noise factors happen at once, because the revealed erratic bits have similar characteristics of normal bits, except for the influence on noise.
可纠正的错误,几乎是单比特错误,可以由随机数据转换在DRAM中引起。在系统中,大多数ce是通过纠错码进行纠错的,但存在间歇性的系统故障。一些文献报道了共享电路产生的噪声被认为是软故障的原因。噪声环境是实现高速、高密度、低功耗DRAM不可避免的因素之一。为了找出噪声源,我们研究了具有随机数据转换的共享电路的状态。并对DDR3 dram的BLSA、功率晶体管、电源线、共极板进行了研究。通过定量分析,提出了一个简单的模型。结果表明:非预期的噪声因素组合同时发生时,会发生软破坏,这是因为暴露出的非稳定钻头除噪声影响外,具有与正常钻头相似的特性。
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引用次数: 0
Fault isolation by conquering obstruction effect of resistor in complex cases analysis 克服电阻器阻塞效应的故障隔离复杂案例分析
Gaojie Wen
Resistor plays a key role in circuit designer's view as it was indispensable for the whole circuit function. But for integrated circuit failure analysis, the effect of resistor contained both guidance and as well as blocks to find the root cause. The obstruction effect of resistor was seldom studied in failure analysis. This paper presented how resistor to be block for failure analysis. And how to conquer the obstruction effect was also studied which will be helpful in analyzing complicated failure cases.
电阻器在电路设计者的心目中起着关键的作用,它对整个电路的功能起着不可缺少的作用。而对于集成电路的故障分析,电阻器的作用既包含导通作用,也包含阻塞作用,以找出根本原因。在失效分析中,很少研究电阻器的阻碍效应。本文介绍了如何对电阻器进行故障分析。并对如何克服阻塞效应进行了研究,这将有助于分析复杂的失效情况。
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引用次数: 0
ICP-RIE Platinum (Pt) sputter etching ICP-RIE铂(Pt)溅射腐蚀
R. Mendaros, M. Marcelo
One of the coating materials that is used to reduced electron charging effect during Scanning Electron Microscope (SEM) imaging is Platinum (Pt). Removing Pt coating for parts requiring further electrical testing or deprocessing has been a challenge in failure analysis. This paper discusses the established methodology in removing Pt coating using the ICP-RIE sputter etching technique.
在扫描电子显微镜(SEM)成像中,用于降低电子充电效应的涂层材料之一是铂(Pt)。在故障分析中,去除需要进一步电气测试或去加工的部件的铂涂层一直是一个挑战。本文讨论了采用ICP-RIE溅射蚀刻技术去除Pt涂层的既定方法。
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引用次数: 0
A study of isolation test on FullPAK device FullPAK器件的隔离试验研究
S. Y. Gan, Lokman Alias, W. Ng
The isolation test condition and the root cause of isolation failures are always the main concerns of the manufacturers and customers. Several of studies have been carried out to evaluate the optimize settings so that the device meets the required quality standard. The company is benefited from the isolation test activity which is also known as Dielectric Withstand Voltage test or Isolation Test, to enable the screening of the mold compound rejects electrically. The test is used to verify the insulation of the mold compound whether it is sufficient enough or not to protect the user from electric shock by measuring and checking the mold compound compactness so that any reject which lead to mold voids can be filtered out. `Mold voids' is actually referring to the air pockets trap within the mold compound itself which is generated from the incompactness of mold process. This is where failure analysis comes in to reveal the underlying root cause failure of the package insulation. Different kinds of method have been used here, for example, X-ray, SAM (Scanning Acoustic Microscopy), SEM (Scanning Electron Microscopy), electrical test verifications, cross section and etcetera.
隔离试验条件和隔离失效的根本原因一直是生产厂家和用户关心的主要问题。已经进行了几项研究,以评估优化设置,使设备符合所要求的质量标准。该公司受益于隔离测试活动,也称为介电耐压测试或隔离测试,以筛选模具化合物废渣。该测试是通过测量和检查模具混合物的密实度来验证模具混合物的绝缘是否足以保护用户免受电击,从而过滤掉任何导致模具空洞的废品。“模具空洞”实际上是指模具内部的气穴陷阱本身,这是由模具过程的不紧密产生的。这就是故障分析的作用,它揭示了包装绝缘失效的根本原因。不同种类的方法已经在这里使用,例如,x射线,SAM(扫描声学显微镜),SEM(扫描电子显微镜),电气测试验证,截面等。
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引用次数: 0
On-chip device and circuit diagnostics on advanced technology nodes by nanoprobing 基于纳米探针的先进技术节点的片上器件和电路诊断
M. K. Dawood, T. H. Ng, P. K. Tan, H. Tan, S. James, P. S. Limin, H. H. Yap, J. Lam, Z. Mai
It is becoming increasingly challenging for conventional failure analysis methods to identify the failure mechanism at circuit level in an integrated chip. This paper demonstrates the utilization of nanoprobing for on-chip device and circuit debugging for defect localization at circuit level. FIB circuit edit was first performed to isolate the intended circuit. Next nanoprobing was performed on higher metal layer to identify the cause of failure. Nanoprobing was then performed at the contact level to verify the source of failure.
传统的失效分析方法越来越难以从电路层面识别集成芯片的失效机制。本文演示了纳米探针在片上器件中的应用,以及在电路级上对缺陷定位的电路调试。首先执行FIB电路编辑以隔离预期的电路。下一步,在更高的金属层上进行纳米探测,以确定故障的原因。然后在接触水平上进行纳米探测,以验证故障的来源。
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引用次数: 1
Junction induced variation and reliability for ultra-thin-body and bulk oxide MOSFETs 超薄体和大块氧化mosfet的结致变化和可靠性
W. Yeh, W. Chang, Po-Ying Chen, Cheng-li Lin
In this work, we investigate the impact of junction dose distribution (LDD/halo) on device characteristic variation and symmetry for ultra-thin body and bulk oxide silicon on insulator (UTBB SOI) nMOSFET. The device performance and hot carrier induced degradations have also been examined. High junction doping profile will enhances the device's driving capability and sub-threshold swing, but makes the transistor forward and reverse characteristics unsymmetrical. Compared to high dose junction profile UTBB-SOI device, low dose junction profile device is less sensitive to substrate bias effect. After hot carrier stressing, low junction dose device with lower impact ionization exhibits better device reliability than high junction dose one.
在这项工作中,我们研究了结剂量分布(LDD/halo)对超薄体和绝缘体(UTBB SOI)氧化硅nMOSFET器件特性变化和对称性的影响。还研究了器件性能和热载流子引起的退化。高结掺杂轮廓会提高器件的驱动能力和亚阈值摆幅,但会使晶体管的正反向特性不对称。与高剂量结型UTBB-SOI器件相比,低剂量结型器件对衬底偏置效应的敏感性较低。在热载流子应力作用下,低结剂量、低冲击电离的器件比高结剂量器件表现出更好的器件可靠性。
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引用次数: 0
Case study of embedded memory failure analysis for dislocation issue 位错问题的嵌入式记忆失效分析案例研究
Chenghui Tang, Shin Chia Lin, Yi-Chen Lin, M. Hsiao, Yau Shan Wu, Chi Lin
Embedded memory is an integrated on-chip memory that supports the logic core to accomplish intended functions. High-performance embedded memory is a key component in VLSI, because of its high-speed and wide bus-width capability, which eliminates inter-chip communication. In this paper, embedded memory device and CMOS logic is integrated on-chip and it is a more complex of process technology compared with stand-alone memory. For the process engineering, we are always confronted with many problems, especially, the dislocation that causes some failures.
嵌入式存储器是一种集成的片上存储器,它支持逻辑核心来完成预期的功能。高性能嵌入式存储器是VLSI的关键部件,因为它具有高速和宽总线宽度的能力,消除了芯片间的通信。本文将嵌入式存储器件和CMOS逻辑集成在片上,与独立存储相比,它是一种更为复杂的工艺技术。对于工艺工程来说,我们总是面临着许多问题,尤其是造成一些故障的错位。
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引用次数: 0
Effects of sidewall scallops on the performance and reliability of filled copper and open tungsten TSVs 侧壁扇贝对充铜和开钨tsv性能和可靠性的影响
L. Filipovic, R. L. de Orio, S. Selberherr
The effects of the presence of scallops along the sidewalls of filled (copper) and open (tungsten) TSVs are studied. The Bosch process is used in order to generate highly vertical deep trenches; however, the process results in scallops along the etched sidewalls. A model for the Bosch process is implemented in an in-house level set simulator in order to generate various TSV structures with small and large sidewall scallops. The resulting geometries are imported into a finite element tool in order to analyze the performance and reliability of the devices. The electrical parameters of the TSVs are shown to vary when scallops are present for both types of TSVs. In addition, the maximum thermo-mechanical stress increases in the presence of scallops, while the average stress along the interfaces remains relatively unchanged. Electromigration analyses were also performed on the structures in order to determine stress development during the early stages of operation. It was found that the filled TSV with scalloped sidewalls experiences a higher current density and suffers from increased stress, while the sidewall scallops do not cause variation in the stress of open tungsten TSVs. The open tungsten TSVs experience most Electromigration-induced stress in the connecting metal layers and not along the sidewall.
研究了扇贝沿填充型(铜)和开口型(钨)tsv侧壁存在的影响。博世工艺用于产生高度垂直的深沟槽;然而,这个过程会导致沿蚀刻侧壁形成扇贝。在内部水平集模拟器中实现了博世工艺的模型,以生成具有小型和大型侧壁扇贝的各种TSV结构。所得到的几何形状被导入到有限元工具中,以便分析设备的性能和可靠性。当扇贝存在于两种类型的tsv中时,tsv的电参数会发生变化。此外,扇贝存在时,最大热机械应力增加,而沿界面的平均应力保持相对不变。电迁移分析也在结构上进行,以确定应力发展在操作的早期阶段。结果表明,边壁扇贝填充的TSV具有更高的电流密度和应力,而边壁扇贝的存在不会引起开放式钨电极的应力变化。开放式钨质tsv在连接金属层而不是沿侧壁处经历了大部分电迁移引起的应力。
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引用次数: 5
XPS and TEM studies of oxidation states on Sn solder ball 锡焊锡球氧化态的XPS和TEM研究
Shen Yiqiang, Chen Yixin, Lee Hwang Sheng, Chow Shue Yin, X. Z. Xiang, H. Younan, Li Xiaomin
A Sn oxide layer on the surface of Sn solder balls plays an important role in the semiconductor packaging industry. This paper shows a comprehensive analysis of the Sn oxide layer by XPS depth profiles. The distribution of Sn with different oxidation states can be derived from curves fitting Sn3d5/2 peaks. Moreover, the oxide layer thicknesses obtained from XPS demonstrate a linear correlation with the values from TEM measurements.
锡焊料球表面的氧化锡层在半导体封装工业中起着重要的作用。本文采用XPS深度剖面对氧化锡层进行了综合分析。Sn3d5/2峰的拟合曲线可以得到不同氧化态Sn的分布。此外,XPS得到的氧化层厚度与TEM测量值呈线性相关。
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引用次数: 1
期刊
Proceedings of the 21th International Symposium on the Physical and Failure Analysis of Integrated Circuits (IPFA)
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