Study on Chip Reliability Modeling Based on Mutually Dependent Competing Failure of Solder Joints in Different Failure Modes

被引:2
|
作者
Li, Longteng [1 ]
Jing, Bo [1 ]
Hu, Jiaxing [1 ]
Jiao, Xiaoxuan [1 ]
Pan, Jinxin [1 ]
Sun, Hongda [1 ]
机构
[1] Air Force Engn Univ, PHM Lab, Xian 710038, Peoples R China
关键词
Reliability; chip solder joint; degradation; competing failure; FAULT-DIAGNOSIS; LIFE ESTIMATION; FATIGUE LIFE; BEHAVIOR; VIBRATION; EXTRACTION;
D O I
10.1109/ACCESS.2020.3037368
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
The chip is a core functional component. Its reliability plays a vital role in electronic equipment normal operation. As the typical cause for chip malfunction, the solder joint degradation is selected to study chip reliability. The degradation models of solder joint in different failure modes are established through data-driven and failure physical model, and chip reliability model is constructed based on mutually competing failures of multiple solder joints. First, the chip reliability degradation test and finite element modeling(FEM) are carried out under coupled environment stress. The solder joint failure modes and degradation processes are studied through the analysis of test data, microstructure and mechanical simulation. Then, solder joint degradation models are established based on Coffin-Manson and Paris functions that have been modified by a data-driven method. Taking the solder joint failure time of degradation model as the characteristic parameter of Weibull distribution, the solder joint reliability function is obtained. Finally, mutually dependent competing failure theory is cited to describe the correlation about solder joint reliability of different failure modes, then the chip reliability model is established. The parameter estimation is realized by the inference function for margins (IFM) method. From verification tests, results show models are highly consistent with the actual reliability, indicting our reliability modeling method achieves the transition from underlying solder joint level to integrated component level. The joint application of different models can make up for the deficiencies of the single model and obtain more accurate results. In addition, we determined that intermetallic compounds (IMC) are main source of model error.
引用
收藏
页码:204695 / 204708
页数:14
相关论文
共 50 条
  • [1] Reliability modeling for dependent competing failure processes with mutually dependent degradation process and shock process
    Che Haiyang
    Zeng Shengkui
    Guo Jianbin
    Wang Yao
    RELIABILITY ENGINEERING & SYSTEM SAFETY, 2018, 180 : 168 - 178
  • [2] Reliability modeling for mutually dependent competing failure processes due to degradation and random shocks
    Hao, Songhua
    Yang, Jun
    Ma, Xiaobing
    Zhao, Yu
    APPLIED MATHEMATICAL MODELLING, 2017, 51 : 232 - 249
  • [3] Reliability modeling for dependent competing failure processes based on planar mechanism
    Lyu, Hao
    Ma, Li
    Wang, Shuai
    Yang, Zaiyou
    Qu, Hongchen
    COMMUNICATIONS IN STATISTICS-SIMULATION AND COMPUTATION, 2024, 53 (10) : 5059 - 5082
  • [4] Reliability Modeling Method for Dependent Competing Failure System
    Bai, Chunlei
    Li, Chuanri
    Dong, Junchao
    Li, Peng
    2016 IEEE INTERNATIONAL CONFERENCE ON INDUSTRIAL ENGINEERING AND ENGINEERING MANAGEMENT (IEEM), 2016, : 1660 - 1663
  • [5] Reliability and Maintenance Modeling for Dependent Competing Failure Processes With Shifting Failure Thresholds
    Jiang, Lei
    Feng, Qianmei
    Coit, David W.
    IEEE TRANSACTIONS ON RELIABILITY, 2012, 61 (04) : 932 - 948
  • [6] Reliability modeling for dependent competing failure processes under δ-shock
    Chang, Chun-Bo
    Zeng, Jian-Chao
    Zhendong yu Chongji/Journal of Vibration and Shock, 2015, 34 (08): : 203 - 208
  • [7] Failure modes of flip chip solder joints under high electric current density
    Basaran, C
    Ye, H
    Hopkins, DC
    Frear, D
    Lin, JK
    JOURNAL OF ELECTRONIC PACKAGING, 2005, 127 (02) : 157 - 163
  • [8] Effects of process conditions on reliability, microstructure evolution and failure modes of SnAgCu solder joints
    Arulvanan, P
    Zhong, ZW
    Shi, XQ
    MICROELECTRONICS RELIABILITY, 2006, 46 (2-4) : 432 - 439
  • [9] Reliability modeling for dependent competing failure processes with changing degradation rate
    Rafiee, Koosha
    Feng, Qianmei
    Coit, David W.
    IIE TRANSACTIONS, 2014, 46 (05) : 483 - 496
  • [10] Reliability modeling for dependent competing failure process under extreme shock
    Chang, Chun-Bo
    Zeng, Jian-Chao
    Xitong Gongcheng Lilun yu Shijian/System Engineering Theory and Practice, 2015, 35 (05): : 1332 - 1338