Controlling aircraft operations and aircraft engine components assignment

A method comprising:

• generating digital twins of a set of industrial assets, the digital twins including data structures representing states of each of a plurality of subsystems of the set of industrial assets over a time period based on an application of simulations using cumulative damage models, the cumulative damage models modeling the effects of exogenous factors on the operation of the set of industrial assets over the time period,
• analyzing the digital twins with respect to simulated operating performances to determine an optimized control of operations of the industrial assets, the optimized control of operations calculated to jointly and severally increase the specified operating performance criteria in time present and future of the industrial assets or decrease an economic risk associated with the operation of the industrial assets, within a specified probability;
• and
• presenting a recommendation in a user interface lb;
• use in optimizing the operation of the industrial assets or automatically changing operating setpoints pertaining to the industrial assets.

A non-transitory machine readable medium embodying a set of instructions that, when executed by one or more processors, cause the processors to perform operations, the operations comprising:

• generating digital twins of a set of industrial assets, the digital twins including data structures representing states of each of a plurality of subsystems of the set of industrial assets over a time period based on an application of simulations using cumulative damage models, the cumulative damage models modeling the effects of exogenous factors on the operation of the set of industrial assets over tire time period;
• analyzing the digital twins with respect to simulated operating performances to determine an optimized control of operations of the industrial assets, the optimized control of operations calculated to jointly and severally increase the specified operating performance criteria in time present and future of the industrial assets or decrease an economic risk associated with the operation of the industrial assets, within a specified probability;
• and
• presenting a recommendation in a user interface for use in optimizing the operation of the industrial assets or automatically changing operating setpoints pertaining to the industrial assets.