PROBLEM TO BE SOLVED: To provide systems and methods for predicting equipment outages, optimizing operational life cycles, and/or improving maintenance processes of mechanical systems.SOLUTION: In systems and methods for enhancing turbomachine operation including a hybrid risk model 82, the hybrid risk model 82 includes a physics-based sub model and a statistical sub-model. The physics-based sub model is configured to model physical components of a turbomachine. The statistical sub model is configured to model historical information of the turbomachine. The hybrid risk model 82 is configured to calculate a turbomachine parameter.
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