Effect of thermal treatment on fracture behavior of solder joints at various strain rates: Comparison of cyclic and constant temperature

Honarvar, Sobhan; Nourani, Amir; Karimi, Mojtaba

doi:10.1016/j.engfailanal.2021.105636

Cited by 8 publications

(1 citation statement)

References 37 publications

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“…It is astonishing how performing numerous experiments requires financial resources and spending a lot of time. Furthermore, because of the interaction between factors that influence solder joint fracture behavior, data collection must be done in full factorial mode to estimate the correlation between parameters [6]. This will increase the number of required experiments remarkably.…”

Section: Introductionmentioning

confidence: 99%

Application of data mining techniques for assessment of fracture load and energy in double cantilever beam solder joints

Soroush,

Nourani

2023

JDAF

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Predicting the exact values of fracture load and energy has a significant effect in preventing solder joint failure. In this research, various double cantilever beam (DCB) solder joints with different geometric constraints, including adherend thickness, adherend width, loading arm length, and solder thickness were tested under mode I crack propagation and at a strain rate of 0.03 . According to ANOVA test results, all the mentioned geometric factors influence the fracture load, but adherend width and solder thickness don't change the failure energy remarkably, considering the type I error is equal to 0.05. The failure load and energy forecasting using the random forest algorithm showed that the prediction accuracy is 92% and 81% respectively. Linear regression and lasso regression were also utilized to identify the solder joint's fracture behavior. The coefficient of determination in both methods is acceptable for solder joint fracture force prediction, but for fracture energy, it has decreased to about 70%. Finally, multi-objective optimization was done with the help of the NSGA-II method, and the Pareto front diagram drawn according to the problem's constraints to find the optimal values for fracture force and energy.

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Section: Introductionmentioning

confidence: 99%