System and method for collaborative building of a surrogate model for engineering simulations in a networked environment
A system and method for collaborative building of a shared self-refining surrogate model for engineering simulations are disclosed. In one embodiment, a method includes running a reduced order engineering simulation model on a complex system, and querying a shared self-refining surrogate model upon receiving a request for a higher order simulation for a reduced order simulated item. The method also includes estimating a required higher order simulation result having a desired confidence interval for the reduced order simulated item, and determining whether the required higher order simulation result having the desired confidence interval is in the shared self-refining surrogate model. If not, then the method includes performing the higher order simulation to obtain the required higher order simulation result, enriching the shared self-refining surrogate model with the obtained higher order simulation result, and sending the obtained higher order simulation result to the reduced order engineering simulation model.
1. A method for collaborative building a shared self-refining surrogate model for engineering simulations in a computer network, comprising:
receiving, by a unified service module of a remote server via the computer network, a request for a higher order simulation of a reduced order simulation item from a reduced order engineering simulation model running on a client device, wherein the client device runs the reduced order engineering simulation model to simulate one or more simulation items of a complex system, wherein the higher order simulation is a three dimensional (3D) simulation and the reduced order simulation item is a one dimensional (1D) simulated element;
determining, by the unified service module, whether a required higher order simulation result, within a confidence interval required for the reduced order simulation item, is in the shared self-refining surrogate model residing in the remote server, wherein the shared self-refining surrogate model comprises previously performed higher order simulations and results associated with the previously performed higher order simulations; and
if not, performing the higher order simulation to obtain the required higher order simulation result within the confidence interval required for the reduced order simulation item by the unified service module, enriching the shared self-refining surrogate model with the obtained higher order simulation result by the unified service module, and sending the obtained higher order simulation result to the reduced order engineering simulation model via the computer network by the unified service module.
2. The method of claim 1 , further comprising:
if so, obtaining the required higher order simulation result within the confidence interval required for the reduced order simulation item from the shared self-refining surrogate model by the unified service module, and sending the obtained higher order simulation result to the reduced order engineering simulation model via the computer network by the unified service module.
3. The method of claim 1 , further comprising:
determining whether there is another simulation item of the complex system;
if so, repeating the steps of running, querying, estimating, determining, performing, enriching, and sending for a next reduced order simulation item of the complex system; and
if not, ending the running of the reduced order simulation by the reduced order engineering simulation model.
4. The method of claim 1 , further comprising:
if the one or more simulation items of the complex system does not require a higher order simulation, then continuing running the reduced order engineering simulation model of the complex system.
5. The method of claim 1 , wherein the complex system comprises:
a manageable network of aircraft components, wherein the manageable network of aircraft components is selected from the group consisting of aircraft fuel system, fluid pipings, ventilation, electrical power systems, and electronic systems.
6. The method of claim 1 , wherein the 1D simulate element comprises a 1D simulated T-junction.
7. The method of claim 1 , wherein the reduced order engineering simulation model comprises a 1D fuel simulation model.
8. An article, comprising:
a non-transitory storage medium having instructions, that when executed by a computing platform, result in execution of a method for collaborative building a shared self-refining surrogate model for engineering simulations in a computer network, comprising:
receiving, by a unified service module of a remote server via the computer network, a request for a higher order simulation of a reduced order simulation item from a reduced order engineering simulation model running on a client device, wherein the client device runs the reduced order engineering simulation model to simulate one or more simulation items of a complex system, wherein the higher order simulation is a three dimensional (3D) simulation and the reduced order simulation item is a one dimensional (1D) simulated element;
determining, by the unified service module, whether a required higher order simulation result, within a confidence interval required for the reduced order simulation item, is in the shared self-refining surrogate model residing in the remote server, wherein the shared self-refining surrogate model comprises previously performed higher order simulations and results associated with the previously performed higher order simulations; and
if not, performing the higher order simulation to obtain the required higher order simulation result within the confidence interval required for the reduced order simulation item by the unified service module, enriching the shared self-refining surrogate model with the obtained higher order simulation result by the unified service module, and sending the obtained higher order simulation result to the reduced order engineering simulation model via the computer network by the unified service module.
9. The article of claim 8 , further comprising:
if so, obtaining the required higher order simulation result within the confidence interval required for the reduced order simulation item from the shared self-refining surrogate model by the unified service module, and sending the obtained higher order simulation result to the reduced order engineering simulation model via the computer network by the unified service module.
10. The article of claim 8 , further comprising:
determining whether there is another simulation item of the complex system;
if so, repeating the steps of running, querying, estimating, determining, performing, enriching, and sending for a next reduced order simulation item of the complex system; and
if not, ending the running of the reduced order simulation by the reduced order engineering simulation model.
11. The article of claim 8 , wherein the complex system comprises:
a manageable network of aircraft components, wherein the manageable network of aircraft components is selected from the group consisting of aircraft fuel system, fluid pipings, ventilation, electrical power systems, and electronic systems.
12. The article of claim 8 , wherein the 1D simulated element comprises a 1D simulated T-junction.
13. A system for collaborative building a shared self-refining surrogate model for engineering simulations in a computer network, comprising:
multiple client devices; and
a remote server coupled to the multiple client devices via the computer network, wherein the remote server comprises:
a processor; and
memory, wherein the memory includes a unified service module and a shared self-refining surrogate model, wherein the shared self-refining surrogate model comprises previously performed higher order simulations and results associated with the previously performed higher order simulations, wherein the multiple client devices run reduced order engineering simulation models to simulate one or more simulation items of a complex system, wherein one of the multiple client devices sends a request to the unified service module via the computer network for estimating a higher order simulation of a reduced order simulation item, wherein the higher order simulation is a three dimensional (3D) simulation and the reduced order simulation item is a one dimensional (1D) simulated element, and wherein the unified service module performs the higher order simulation to obtain a required higher order simulation result, within a confidence interval required for the reduced order simulation item, enriches the shared self-refining surrogate model with the obtained higher order simulation result, and sends the obtained higher order simulation result to one of the reduced order engineering simulation models running on the one of the multiple client devices via the computer network if the required higher order simulation item is not in the shared self-refining surrogate model.
14. The system of claim 13 , wherein the unified service module obtains the required higher order simulation result within the confidence interval required for the reduced order simulation item from the shared self-refining surrogate model, and sends the obtained higher order simulation result to one of the reduced order engineering simulation models running on the one of the multiple client devices if the required higher order simulation item is in the shared self-refining surrogate model via the computer network.
15. The system of claim 13 , wherein the one of the multiple client devices continues running one of the reduced order engineering simulation model of the complex system if none of the one or more simulation items require a higher order simulation.
16. The system of claim 13 , wherein the complex system comprises:
a manageable network of aircraft components, wherein the manageable network of aircraft components is selected from the group consisting of aircraft fuel system, fluid pipings, ventilation with, electrical power systems, and electronic systems.
17. The system of claim 13 , wherein the 1D simulated element comprises a 1D simulated T-junction.