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Simulated annealing is a relatively new algorithmic approach to combinatorial optimization problems. To date, this project is the first attempt to apply a simulated annealing algorithm to prediction of failure in materials. This approach has the potential for computationally efficient fully three-dimensional failure prediction capabilities. The goal of this project is to apply simulated annealing to model material as a proof -of-concept. This project is an excellent opportunity for a graduate student with excellent programming skills and an interested in failure.