Systems and methods for utilizing a 3D CAD point-cloud to automatically create a fluid model
A multiple fluid model tool for utilizing a 3D CAD point-cloud to automatically create a fluid model is presented. For example, a system includes a modeling component, a machine learning component, and a three-dimensional design component. The modeling component generates a three-dimensional model of a mechanical device based on point cloud data indicative of information for a set of data values associated with a three-dimensional coordinate system. The machine learning component predicts one or more characteristics of the mechanical device based on input data and a machine learning process associated with the three-dimensional model. The three-dimensional design component that provides a three-dimensional design environment associated with the three-dimensional model. The three-dimensional design environment renders physics modeling data of the mechanical device based on the input data and the one or more characteristics of the mechanical device on the three-dimensional model.
1. A method, comprising:
obtaining, by a computer system, point cloud data regarding a mechanical device, wherein the point cloud data comprises a set of data values associated with a three-dimensional coordinate system;
generating, by the computer system, a three-dimensional model of the mechanical device based on the point cloud data, wherein the three-dimensional model comprises a control volume representing at least a portion of the mechanical device;
updating, by the computer system, the control volume in response to a modification of computer aided design data associated with the mechanical device; and
predicting, by the computer system, at least one of a combustion behavior or a thermal behavior of the mechanical device based on input data, the three-dimensional model, and a machine learning process associated with the three-dimensional model.
2. The method of claim 1 , wherein the control volume comprises a computational domain for a geometric feature of the three-dimensional model.
3. The method of claim 1 , wherein the input data comprises at least one of:
fluid data indicative of a fluid provided to the mechanical device,
electrical data indicative of a voltage and/or a current provided to the mechanical device, or
chemical data indicative of a chemical element provided to the mechanical device.
4. The method of claim 1 , wherein predicting the combustion behavior the mechanical device comprises determining one or more combustion characteristics of the three-dimensional model, wherein the one or more combustion characteristics comprises at least one of:
a temperature associated with one or more regions of the three-dimensional model,
an elemental composition associated with one or more regions of the three-dimensional model,
a moisture content associated with one or more regions of the three-dimensional model,
a density associated with one or more regions of the three-dimensional model, or
an acoustic property associated with one or more regions of the three-dimensional model.
5. The method of claim 1 , wherein predicting the thermal behavior the mechanical device comprises determining one or more thermal characteristics of the three-dimensional model, wherein the one or more thermal characteristics comprises at least one of:
a temperature associated with one or more regions of the three-dimensional model,
a heat capacity associated with one or more regions of the three-dimensional model,
a thermal expansion associated with one or more regions of the three-dimensional model,
a thermal conductivity associated with one or more regions of the three-dimensional model, or
a thermal stress associated with one or more regions of the three-dimensional model.
6. The method of claim 1 , further comprising:
generating, by the system, physics modeling data representing the mechanical device based on the control volume.
7. The method of claim 6 , further comprising:
rendering the physics modeling data on the three-dimensional model.
8. A system comprising:
one or more processors; and
one or more computer-readable media storing one or more sequences of instructions which, when executed by the one or more processors, cause the one or more processors to perform operations comprising:
obtaining point cloud data regarding a mechanical device, wherein the point cloud data comprises a set of data values associated with a three-dimensional coordinate system;
generating a three-dimensional model of the mechanical device based on the point cloud data, wherein the three-dimensional model comprises a control volume representing at least a portion of the mechanical device;
updating the control volume in response to a modification of computer aided design data associated with the mechanical device; and
predicting at least one of a combustion behavior or a thermal behavior of the mechanical device based on input data, the three-dimensional model, and a machine learning process associated with the three-dimensional model.
9. The system of claim 8 , wherein the control volume comprises a computational domain for a geometric feature of the three-dimensional model.
10. The system of claim 8 , wherein the input data comprises at least one of:
fluid data indicative of a fluid provided to the mechanical device,
electrical data indicative of a voltage and/or a current provided to the mechanical device, or
chemical data indicative of a chemical element provided to the mechanical device.
11. The system of claim 8 , wherein predicting the combustion behavior the mechanical device comprises determining one or more combustion characteristics of the three-dimensional model, wherein the one or more combustion characteristics comprises at least one of:
a temperature associated with one or more regions of the three-dimensional model,
an elemental composition associated with one or more regions of the three-dimensional model,
a moisture content associated with one or more regions of the three-dimensional model,
a density associated with one or more regions of the three-dimensional model, or
an acoustic property associated with one or more regions of the three-dimensional model.
12. The system of claim 8 , wherein predicting the thermal behavior the mechanical device comprises determining one or more thermal characteristics of the three-dimensional model, wherein the one or more thermal characteristics comprises at least one of:
a temperature associated with one or more regions of the three-dimensional model,
a heat capacity associated with one or more regions of the three-dimensional model,
a thermal expansion associated with one or more regions of the three-dimensional model,
a thermal conductivity associated with one or more regions of the three-dimensional model, or
a thermal stress associated with one or more regions of the three-dimensional model.
13. The system of claim 8 , the operations further comprising:
generating, by the system, physics modeling data representing the mechanical device based on the control volume.
14. The system of claim 13 , the operations further comprising:
rendering the physics modeling data on the three-dimensional model.
15. One or more non-transitory computer-readable media storing one or more sequences of instructions which, when executed by one or more processors, cause the one or more processors to perform operations comprising:
obtaining point cloud data regarding a mechanical device, wherein the point cloud data comprises a set of data values associated with a three-dimensional coordinate system;
generating a three-dimensional model of the mechanical device based on the point cloud data, wherein the three-dimensional model comprises a control volume representing at least a portion of the mechanical device;
updating the control volume in response to a modification of computer aided design data associated with the mechanical device; and
predicting at least one of a combustion behavior or a thermal behavior of the mechanical device based on input data, the three-dimensional model, and a machine learning process associated with the three-dimensional model.
16. The one or more non-transitory computer-readable media of claim 15 , wherein the control volume comprises a computational domain for a geometric feature of the three-dimensional model.
17. The one or more non-transitory computer-readable media of claim 15 , wherein the input data comprises at least one of:
fluid data indicative of a fluid provided to the mechanical device,
electrical data indicative of a voltage and/or a current provided to the mechanical device, or
chemical data indicative of a chemical element provided to the mechanical device.
18. The one or more non-transitory computer-readable media of claim 15 , wherein predicting the combustion behavior the mechanical device comprises determining one or more combustion characteristics of the three-dimensional model, wherein the one or more combustion characteristics comprises at least one of:
a temperature associated with one or more regions of the three-dimensional model,
an elemental composition associated with one or more regions of the three-dimensional model,
a moisture content associated with one or more regions of the three-dimensional model,
a density associated with one or more regions of the three-dimensional model, or
an acoustic property associated with one or more regions of the three-dimensional model.
19. The one or more non-transitory computer-readable media of claim 15 , wherein predicting the thermal behavior the mechanical device comprises determining one or more thermal characteristics of the three-dimensional model, wherein the one or more thermal characteristics comprises at least one of:
a temperature associated with one or more regions of the three-dimensional model,
a heat capacity associated with one or more regions of the three-dimensional model,
a thermal expansion associated with one or more regions of the three-dimensional model,
a thermal conductivity associated with one or more regions of the three-dimensional model, or
a thermal stress associated with one or more regions of the three-dimensional model.
20. The one or more non-transitory computer-readable media of claim 15 , the operations further comprising:
generating, by the system, physics modeling data representing the mechanical device based on the control volume.
21. The one or more non-transitory computer-readable media of claim 20 , the operations further comprising:
rendering the physics modeling data on the three-dimensional model.