Probabilistic fracture modeling

In variational phase-field modeling of brittle fracture, the functional to be minimized is not convex, so that the necessary stationarity conditions of the functional may admit multiple solutions. The solution obtained in an actual computation is typically one out of several local minimizers. Evidence of multiple solutions induced by small perturbations of numerical or physical parameters is occasionally recorded in the literature.

In this project, carried out in collaboration with our colleagues at the external pageTU Braunschweig, we advocate a paradigm shift, away from the search for one particular solution towards the simultaneous description of all possible solutions (local minimizers), along with the probabilities of their occurrence. To this end, we propose the stochastic relaxation of the variational brittle fracture problem through random perturbations of the functional, giving rise to the concept of stochastic solution represented by random fields or random variables with values in the classical deterministic solution spaces.

In the numerical simulations, we use a simple Monte Carlo approach to compute approximations to such stochastic solutions. The final result of the computation is not a single crack pattern, but rather several possible crack patterns and their probabilities. The stochastic solution framework using evolving random fields allows additionally the interesting possibility of conditioning the probabilities of further crack paths on intermediate crack patterns. We recently submitted a paper on the first outcomes of this project.

Three examples of non-unique solutions for the anti-plane shear test
Examples of non-unique solutions for the anti-plane shear test (deterministic computational results)
Stochastic simulations: estimated expected value and standard deviation of the crack phase-field which feature all three deterministic crack patterns
Stochastic simulations: estimated expected value (on the left) and standard deviation (on the right) of the crack phase-field which feature all three deterministic crack patterns

Funding:

external pageDFG Project “Phase-field computation of brittle fracture: robustness, efficiency, and characterisation of solution non-uniqueness” (2018-2019).


Publications

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