Probabilistic Design Approach for Cyclic Fatigue Life Prediction of Microelectronic Interconnects

L. Ladani, J. Razmi
{"title":"Probabilistic Design Approach for Cyclic Fatigue Life Prediction of Microelectronic Interconnects","authors":"L. Ladani, J. Razmi","doi":"10.1109/TADVP.2010.2040734","DOIUrl":null,"url":null,"abstract":"Deterministic approaches may predict the life of solder joint interconnects used in microelectronic devices far different from the test results and field environment. This difference is caused by uncertainties introduced in finite element and damage modeling with different random variables such as material properties, geometry, damage model constants, and many others. This paper presents a methodology to include these uncertainties in the life prediction approach for solder joint materials. The approach is implemented in predicting the life of ball grid array Pb-free solder joints under thermo-mechanical cyclic loading using the energy partitioning (E-P) damage model. The sensitivity of the finite element results to uncertainties in elastic and inelastic material properties are investigated using this probabilistic approach. In addition final life prediction sensitivity to uncertainties in damage model constants are studied and compared with the effect of uncertainties in material properties. The analyses show that from material properties, creep coefficient and activation energy are two factors that have significant effect in fluctuating the prediction results. Coefficient of thermal expansion was also found to have a strong effect. When compared with the damage model constants, material properties are found to have a negligible effect suggesting a more cautious use of the damage models and constants. Damage model exponents show a more significant effect than damage model coefficients.","PeriodicalId":55015,"journal":{"name":"IEEE Transactions on Advanced Packaging","volume":"33 1","pages":"559-568"},"PeriodicalIF":0.0000,"publicationDate":"2010-05-03","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://sci-hub-pdf.com/10.1109/TADVP.2010.2040734","citationCount":"5","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"IEEE Transactions on Advanced Packaging","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.1109/TADVP.2010.2040734","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
引用次数: 5

Abstract

Deterministic approaches may predict the life of solder joint interconnects used in microelectronic devices far different from the test results and field environment. This difference is caused by uncertainties introduced in finite element and damage modeling with different random variables such as material properties, geometry, damage model constants, and many others. This paper presents a methodology to include these uncertainties in the life prediction approach for solder joint materials. The approach is implemented in predicting the life of ball grid array Pb-free solder joints under thermo-mechanical cyclic loading using the energy partitioning (E-P) damage model. The sensitivity of the finite element results to uncertainties in elastic and inelastic material properties are investigated using this probabilistic approach. In addition final life prediction sensitivity to uncertainties in damage model constants are studied and compared with the effect of uncertainties in material properties. The analyses show that from material properties, creep coefficient and activation energy are two factors that have significant effect in fluctuating the prediction results. Coefficient of thermal expansion was also found to have a strong effect. When compared with the damage model constants, material properties are found to have a negligible effect suggesting a more cautious use of the damage models and constants. Damage model exponents show a more significant effect than damage model coefficients.
查看原文
分享 分享
微信好友 朋友圈 QQ好友 复制链接
本刊更多论文
微电子互连循环疲劳寿命预测的概率设计方法
确定性方法可以预测用于微电子器件的焊点互连的寿命,与测试结果和现场环境相差甚远。这种差异是由有限元和损伤建模中引入的不确定性造成的,这些不确定性带有不同的随机变量,如材料特性、几何形状、损伤模型常数等。本文提出了一种将这些不确定性纳入焊点材料寿命预测方法的方法。将该方法应用于热-机械循环载荷作用下球栅阵无铅焊点寿命的能量分配损伤模型预测中。利用这种概率方法研究了有限元结果对弹性和非弹性材料性能不确定性的敏感性。此外,研究了损伤模型常数不确定性对最终寿命预测的敏感性,并与材料性能不确定性的影响进行了比较。分析表明,从材料性能上看,蠕变系数和活化能是影响预测结果波动的两个重要因素。热膨胀系数也有很强的影响。与损伤模型常数相比,发现材料特性的影响可以忽略不计,这表明在使用损伤模型和常数时要更加谨慎。损伤模型指数比损伤模型系数的影响更显著。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
求助全文
约1分钟内获得全文 去求助
来源期刊
IEEE Transactions on Advanced Packaging
IEEE Transactions on Advanced Packaging 工程技术-材料科学:综合
自引率
0.00%
发文量
0
审稿时长
6 months
期刊最新文献
Foreword Special Section on Recent Progress in Electrical Modeling and Simulation of High-Speed ICs and Packages Random Rough Surface Effects on Wave Propagation in Interconnects A Markov Chain Based Hierarchical Algorithm for Fabric-Aware Capacitance Extraction A Novel High-Capacity Electromagnetic Compression Technique Based on a Direct Matrix Solution Accurate Characterization of Broadband Multiconductor Transmission Lines for High-Speed Digital Systems
×
引用
GB/T 7714-2015
复制
MLA
复制
APA
复制
导出至
BibTeX EndNote RefMan NoteFirst NoteExpress
×
×
提示
您的信息不完整,为了账户安全,请先补充。
现在去补充
×
提示
您因"违规操作"
具体请查看互助需知
我知道了
×
提示
现在去查看 取消
×
提示
确定
0
微信
客服QQ
Book学术公众号 扫码关注我们
反馈
×
意见反馈
请填写您的意见或建议
请填写您的手机或邮箱
已复制链接
已复制链接
快去分享给好友吧!
我知道了
×
扫码分享
扫码分享
Book学术官方微信
Book学术文献互助
Book学术文献互助群
群 号:481959085
Book学术
文献互助 智能选刊 最新文献 互助须知 联系我们:info@booksci.cn
Book学术提供免费学术资源搜索服务,方便国内外学者检索中英文文献。致力于提供最便捷和优质的服务体验。
Copyright © 2023 Book学术 All rights reserved.
ghs 京公网安备 11010802042870号 京ICP备2023020795号-1