Generative design shape optimization with singularities and disconnection prevention for computer aided design and manufacturing
Methods, systems, and apparatus, including medium-encoded computer program products, for computer aided design of physical structures using generative design processes. A method includes obtaining one or more load cases and one or more design criteria for a modeled object; iteratively modifying a three dimensional shape of the modeled object in accordance with the one or more design criteria and the one or more load cases, the iteratively modifying comprising regulating shape change velocities for an implicit surface representation of the three dimensional shape that exceed a reference velocity, where the reference velocity is set based on a mean and a standard deviation of a shape derivative on the implicit surface; and providing the three dimensional shape of the modeled object for use in manufacturing a physical structure corresponding to the modeled object using one or more computer-controlled manufacturing systems.
1. A method comprising:
obtaining, by a computer program, one or more load cases and one or more design criteria for a modeled object;
iteratively modifying, by the computer program, a three dimensional shape of the modeled object in accordance with the one or more design criteria and the one or more load cases, wherein the iteratively modifying comprises regulating shape change velocities for an implicit surface representation of the three dimensional shape that exceed a reference velocity, wherein the reference velocity is set based on a mean and a standard deviation of a shape derivative on the implicit surface; and
providing, by the computer program, the three dimensional shape of the modeled object for use in manufacturing a physical structure corresponding to the modeled object using one or more computer-controlled manufacturing systems.
2. The method of claim 1 , wherein regulating the shape change velocities comprises changing the shape change velocities in accordance with a polynomial function.
3. The method of claim 2 , comprising generating the polynomial function by fitting a cubic polynomial to velocity values above the reference velocity.
4. The method of claim 1 , wherein the iteratively modifying comprises slowing shape changes for a next iteration of the iteratively modifying in response to an excessive change having been made and undone in a current iteration of the iteratively modifying.
5. The method of claim 4 , comprising detecting the excessive change based on a predefined limit on an amount of change allowed for the one or more design criteria in a single iteration of the iteratively modifying.
6. The method of claim 4 , wherein slowing the shape changes for the next iteration comprises reducing a target volume change for the three dimensional shape of the modeled object for the next iteration of the iteratively modifying.
7. The method of claim 1 , wherein the iteratively modifying comprises:
identifying elements that are partially but not entirely within the implicit surface; and
removing any of the identified elements that are not connected to any nodes of a current version of the three dimensional shape with Dirichlet boundary conditions.
8. The method of claim 1 , wherein the iteratively modifying comprises:
identifying elements that are partially but not entirely within the implicit surface;
setting densities of the identified elements equal to respective fractional amounts of each identified element that falls within the implicit surface; and
penalizing stiffness of the identified elements according to the densities during numerical simulation.
9. The method of claim 1 , wherein the iteratively modifying comprises computing shape change velocities using an amount determined from a shape derivative formula that approximates a shape derivative for multiple locations on or in the modeled object.
10. The method of claim 9 , wherein the shape derivative formula comprises a volume fraction or a stress based inequality constraint that is modified using an importance factor, which is adjusted based on whether or not one or more other constraints were violated in a prior iteration of the iteratively modifying.
11. The method of claim 10 , wherein the iteratively modifying comprises:
adjusting a target value of the inequality constraint between an initial target value and a final target value across multiple iterations of the iteratively modifying; and
using a proportional-integral-derivative controller to stabilize changes made in the amount determined from the shape derivative formula as the target value is adjusted across the multiple iterations.
12. The method of claim 10 , wherein the iteratively modifying comprises using a proportional-integral-derivative controller to adjust a total contribution of the amount determined from the shape derivative formula to shape change velocities used during the iteratively modifying.
13. A system comprising:
a first computer communicatively coupled with a network, the first computer comprising a first non-transitory storage medium having instructions of a computer program stored thereon; and
a second computer communicatively coupled with the network, the second computer comprising a second non-transitory storage medium having instructions of the computer program stored thereon;
wherein the instructions of the computer program are configured to cause the first and second computers to operate cooperatively to
obtain one or more load cases and one or more design criteria for a modeled object,
iteratively modify a three dimensional shape of the modeled object in accordance with the one or more design criteria and the one or more load cases, wherein the iterative modification comprises regulating shape change velocities for an implicit surface representation of the three dimensional shape that exceed a reference velocity, wherein the reference velocity is set based on a mean and a standard deviation of a shape derivative on the implicit surface, and
provide the three dimensional shape of the modeled object for use in manufacturing a physical structure corresponding to the modeled object using one or more computer-controlled additive manufacturing systems.
14. The system of claim 13 , wherein regulating the shape change velocities comprises changing the shape change velocities in accordance with a polynomial function.
15. The system of claim 14 , wherein the instructions of the computer program are configured to cause the first and second computers to operate cooperatively to generate the polynomial function by fitting a cubic polynomial to velocity values above the reference velocity.
16. The system of claim 13 , wherein the iterative modification comprises slowing shape changes for a next iteration of the iterative modification in response to an excessive change having been made and undone in a current iteration of the iterative modification.
17. The system of claim 16 , wherein the instructions of the computer program are configured to cause the first and second computers to operate cooperatively to detect the excessive change based on a predefined limit on an amount of change allowed for the one or more design criteria in a single iteration of the iterative modification.
18. The system of claim 16 , wherein slowing the shape changes for the next iteration comprises reducing a target volume change for the three dimensional shape of the modeled object for the next iteration of the iterative modification.
19. The system of claim 13 , wherein the iterative modification comprises:
identifying elements that are partially but not entirely within the implicit surface; and
removing any of the identified elements that are not connected to any nodes of a current version of the three dimensional shape with Dirichlet boundary conditions.
20. The system of claim 13 , wherein the iterative modification comprises:
identifying elements that are partially but not entirely within the implicit surface;
setting densities of the identified elements equal to respective fractional amounts of each identified element that falls within the implicit surface; and
penalizing stiffness of the identified elements according to the densities during numerical simulation.
21. The system of claim 13 , wherein the iterative modification comprises computing shape change velocities using an amount determined from a shape derivative formula that approximates a shape derivative for multiple locations on or in the modeled object.
22. The system of claim 21 , wherein the shape derivative formula comprises a volume fraction or a stress based inequality constraint that is modified using an importance factor, which is adjusted based on whether or not one or more other constraints were violated in a prior iteration of the iteratively modifying.
23. The system of claim 22 , wherein the iterative modification comprises:
adjusting a target value of the inequality constraint between an initial target value and a final target value across multiple iterations of the iteratively modification; and
using a proportional-integral-derivative controller to stabilize changes made in the amount determined from the shape derivative formula as the target value is adjusted across the multiple iterations.
24. The system of claim 23 , wherein the iterative modification comprises using a proportional-integral-derivative controller to adjust a total contribution of the amount determined from the shape derivative formula to shape change velocities used during the iteratively modification.
25. A non-transitory computer-readable medium encoding a computer aided design program operable to cause one or more data processing apparatus to perform operations comprising:
obtaining one or more load cases and one or more design criteria for a modeled object;
iteratively modifying a three dimensional shape of the modeled object in accordance with the one or more design criteria and the one or more load cases, wherein the iteratively modifying comprises regulating shape change velocities for an implicit surface representation of the three dimensional shape that exceed a reference velocity, wherein the reference velocity is set based on a mean and a standard deviation of a shape derivative on the implicit surface; and
providing the three dimensional shape of the modeled object for use in manufacturing a physical structure corresponding to the modeled object using one or more computer-controlled manufacturing systems.
26. The non-transitory computer-readable medium of claim 25 , wherein regulating the shape change velocities comprises changing the shape change velocities in accordance with a polynomial function.
27. The non-transitory computer-readable medium of claim 26 , the operations comprising generating the polynomial function by fitting a cubic polynomial to velocity values above the reference velocity.
28. The non-transitory computer-readable medium of claim 25 , wherein the iteratively modifying comprises slowing shape changes for a next iteration of the iteratively modifying in response to an excessive change having been made and undone in a current iteration of the iteratively modifying.
29. The non-transitory computer-readable medium of claim 28 , the operations comprising detecting the excessive change based on a predefined limit on an amount of change allowed for the one or more design criteria in a single iteration of the iteratively modifying.
30. The non-transitory computer-readable medium of claim 28 , wherein slowing the shape changes for the next iteration comprises reducing a target volume change for the three dimensional shape of the modeled object for the next iteration of the iteratively modifying.
31. The non-transitory computer-readable medium of claim 25 , wherein the iteratively modifying comprises:
identifying elements that are partially but not entirely within the implicit surface; and
removing any of the identified elements that are not connected to any nodes of a current version of the three dimensional shape with Dirichlet boundary conditions.
32. The non-transitory computer-readable medium of claim 25 , wherein the iteratively modifying comprises:
identifying elements that are partially but not entirely within the implicit surface;
setting densities of the identified elements equal to respective fractional amounts of each identified element that falls within the implicit surface; and
penalizing stiffness of the identified elements according to the densities during numerical simulation.
33. The non-transitory computer-readable medium of claim 25 , wherein the iteratively modifying comprises computing shape change velocities using an amount determined from a shape derivative formula that approximates a shape derivative for multiple locations on or in the modeled object.
34. The non-transitory computer-readable medium of claim 33 , wherein the shape derivative formula comprises a volume fraction or a stress based inequality constraint that is modified using an importance factor, which is adjusted based on whether or not one or more other constraints were violated in a prior iteration of the iteratively modifying.
35. The non-transitory computer-readable medium of claim 34 , wherein the iteratively modifying comprises:
adjusting a target value of the inequality constraint between an initial target value and a final target value across multiple iterations of the iteratively modifying; and
using a proportional-integral-derivative controller to stabilize changes made in the amount determined from the shape derivative formula as the target value is adjusted across the multiple iterations.
36. The non-transitory computer-readable medium of claim 34 , wherein the iteratively modifying comprises using a proportional-integral-derivative controller to adjust a total contribution of the amount determined from the shape derivative formula to shape change velocities used during the iteratively modifying.