A maximum-entropy fracture model (MEFM) is derived from concepts of information theory and statistical thermodynamics. Exploiting the maximumentropy principle enables life predictions for a structure in the presence of microstructural uncertainty. This single-parameter model relates the probability of fracture to accumulated entropic dissipation at a given material point. Using J 2 plasticity and equilibrium thermodynamics, entropic dissipation is related to inelastic dissipation. We demonstrate the MEFM by extracting the single damage accumulation parameter for Sn-3.8Ag-0.7Cu solder through cyclical fatigue testing. We then apply the model with the single parameter to numerically predict, in three dimensions, crack initiation and growth in Sn-3.8Ag-0.7Cu solder joints of a wafer-level chip-scale package (WLCSP). The simulated crack fronts are validated against experimentally observed crack fronts obtained by testing 64 packages under conditions identical to those used in the simulations. The model is shown to accurately predict the geometrical profile of the observed crack fronts, and the number of cycles corresponding to the observed crack profile to within 10% of the measured number of cycles.Key words: Maximum-entropy principle, information theory, microstructural uncertainty, lead-free solder, fatigue fracture
INTRODUCTIONA variety of fatigue fracture models exist for solder joints at the present time. These include the most commonly used, but empirical Coffin-Manson relations, as well as the less frequently used, but nonempirical models based on fracture mechanics or continuum damage mechanics. The empirical Coffin-Manson models and their variants rely on an ability to predict life on the basis of conditions prevalent in an intact joint; that is, they do not track damage accumulation as well as the cracks that initiate and propagate as a result of the accumulated damage. The fracture mechanics models, particularly those based on linear elastic fracture mechanics (LEFM) 1 such as the Paris law, 2 rely on assumptions of small cracks relative to the geometry of the structures, small-scale yielding, and selfsimilar crack growth, all of which are untrue in solder joints. The continuum damage mechanics (CDM) models on the other hand often posit empirical constitutive and damage behavior in developing the failure model. 3,4 Related to the above, there are significant microstructural uncertainties present in solder joints, particularly in their lead-free variants. Lead-free solders composed of Sn-Ag-Cu are approximately 96 wt.% to 97 wt.% Sn and primarily consist of a few randomly orientated, large Sn grains. 5-9 It is well recognized at the present time that the mechanical properties and coefficient of thermal expansion (CTE) of Sn are anisotropic, inducing unique behavior in Sn-dominated lead-free solder joints. There are also suggestions in the literature that this anisotropy is a dominant determinant of