A New Approach for Assessing the Reliability of Electronic Assemblies Using Fuzzy Logic for Multi-criteria Optimization

Raed Al Al Athamneh, F. Akkara, S. Hamasha
{"title":"A New Approach for Assessing the Reliability of Electronic Assemblies Using Fuzzy Logic for Multi-criteria Optimization","authors":"Raed Al Al Athamneh, F. Akkara, S. Hamasha","doi":"10.4071/imaps.1665996","DOIUrl":null,"url":null,"abstract":"\n The reliability of electronic assemblies is a vital criterion used to assure product quality over its lifetime. Weibull distribution is the most common distribution utilized to describe the reliability data. Most of the studies use the Weibull scale parameter, or characteristic life, to compare alternatives and make a selective decision. This may not lead to achieving the optimal parameters which can be problematic because this method doesn’t consider the variability behavior of the fatigue life. In this study, a new approach for process parameters selection is proposed to find the optimal parameter values that improve the micro-optimality selection process based on reliability data. In this study, a new approach is proposed based on examining the solder joint reliability by using a multi criteria analysis. The fuzzy logic is utilized as a tool to solve the multi criteria problem that is presented from the proposed approach. The reliability of microelectronic connections in thermal cycling operating conditions is used as a validation case study. In the validation case study, the optimal process parameters are found for ball grid array electronic components. Two levels of the solder sphere materials, three levels of the surface finish, and 10 levels of solder paste alloys are studied as process parameters. Using the proposed approach, four quality responses are employed to assess the reliability data, including the scale parameter, the B10 (life at 10% of the population failure), mean-standard deviation response, and the signal to noise ratio (SNR). The fuzzy logic is applied to solve the multiresponse problem. An optimal process parameter setting that considers different quality characteristics was found for the validation case study. ENIG surface finish, SAC305 solder sphere, and material six were the optimal factor levels that are obtained for the aged CABGA208 component using the proposed approach.","PeriodicalId":35312,"journal":{"name":"Journal of Microelectronics and Electronic Packaging","volume":" ","pages":""},"PeriodicalIF":0.0000,"publicationDate":"2022-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"2","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"Journal of Microelectronics and Electronic Packaging","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.4071/imaps.1665996","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"Q4","JCRName":"Engineering","Score":null,"Total":0}
引用次数: 2

Abstract

The reliability of electronic assemblies is a vital criterion used to assure product quality over its lifetime. Weibull distribution is the most common distribution utilized to describe the reliability data. Most of the studies use the Weibull scale parameter, or characteristic life, to compare alternatives and make a selective decision. This may not lead to achieving the optimal parameters which can be problematic because this method doesn’t consider the variability behavior of the fatigue life. In this study, a new approach for process parameters selection is proposed to find the optimal parameter values that improve the micro-optimality selection process based on reliability data. In this study, a new approach is proposed based on examining the solder joint reliability by using a multi criteria analysis. The fuzzy logic is utilized as a tool to solve the multi criteria problem that is presented from the proposed approach. The reliability of microelectronic connections in thermal cycling operating conditions is used as a validation case study. In the validation case study, the optimal process parameters are found for ball grid array electronic components. Two levels of the solder sphere materials, three levels of the surface finish, and 10 levels of solder paste alloys are studied as process parameters. Using the proposed approach, four quality responses are employed to assess the reliability data, including the scale parameter, the B10 (life at 10% of the population failure), mean-standard deviation response, and the signal to noise ratio (SNR). The fuzzy logic is applied to solve the multiresponse problem. An optimal process parameter setting that considers different quality characteristics was found for the validation case study. ENIG surface finish, SAC305 solder sphere, and material six were the optimal factor levels that are obtained for the aged CABGA208 component using the proposed approach.
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
基于模糊逻辑多准则优化的电子组件可靠性评估新方法
电子组件的可靠性是确保产品在使用寿命内质量的重要标准。威布尔分布是用来描述可靠性数据的最常见的分布。大多数研究使用威布尔标度参数或特征寿命来比较备选方案并做出选择性决策。这可能不会导致实现最佳参数,这可能是有问题的,因为该方法没有考虑疲劳寿命的可变性行为。在本研究中,提出了一种新的工艺参数选择方法,以找到基于可靠性数据的优化参数值,从而改进微观最优选择过程。在本研究中,提出了一种基于多准则分析的焊点可靠性检测方法。利用模糊逻辑作为一种工具来解决该方法提出的多准则问题。微电子连接在热循环操作条件下的可靠性被用作验证案例研究。在验证案例研究中,找到了球栅阵列电子元件的最佳工艺参数。研究了两个级别的焊球材料、三个级别的表面光洁度和10个级别的焊膏合金作为工艺参数。使用所提出的方法,采用四种质量响应来评估可靠性数据,包括量表参数、B10(10%总体失效时的寿命)、平均标准差响应和信噪比。将模糊逻辑应用于多响应问题的求解。为验证案例研究找到了考虑不同质量特征的最佳工艺参数设置。ENIG表面光洁度、SAC305焊料球和材料6是使用所提出的方法获得的老化CABGA208组件的最佳因素水平。
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
Journal of Microelectronics and Electronic Packaging
Journal of Microelectronics and Electronic Packaging Engineering-Electrical and Electronic Engineering
CiteScore
1.30
自引率
0.00%
发文量
5
期刊介绍: The International Microelectronics And Packaging Society (IMAPS) is the largest society dedicated to the advancement and growth of microelectronics and electronics packaging technologies through professional education. The Society’s portfolio of technologies is disseminated through symposia, conferences, workshops, professional development courses and other efforts. IMAPS currently has more than 4,000 members in the United States and more than 4,000 international members around the world.
期刊最新文献
Study on the Manufacturability of X Dimension Fan Out Integration Package with Organic RDLs (XDFOI-O) AlGaN High Electron Mobility Transistor for High-Temperature Logic A Novel Approach for Characterizing Epoxy Mold Compound High Temperature Swelling Dual-Band Dual-Polarized Antennas for 5G mmWave Base Stations An Evaluation on the Mechanical and Conductive Performance of Electrically Conductive Film Adhesives with Glass Fabric Carriers
×
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