Granted Patent B2

US 12,430,483 · App. 17/005,927 · Granted Sep 30, 2025

Inventors: Jaesung Eom (Wexford, PA); Jesus Rodriguez (Farmington, MI); David Jon Weinberg (Gig Harbor, WA); Siavash Navadeh Meshkat (Carlsbad, CA); Jonas Dalidd (Santa Barbara, CA); Ravi Kumar Burla (Novi, MI)

Assignee: Autodesk, Inc.

G06F30/23G06F30/12G06F30/13G06T17/205G06F2111/04G06F2111/10G06F2113/22

Abstract

Claims (110)

1. A method comprising:

obtaining a design space for a modeled object, one or more design criteria for the modeled object, and one or more boundary conditions for numerical simulation, wherein the modeled object corresponds to a physical structure, wherein the modeled object comprises a B-Rep solid model of input preserve geometry comprising a surface of the input preserve geometry of the B-Rep solid model, and wherein the one or more boundary conditions comprise a loading condition or a displacement constraint specified in relation to the surface of the input preserve geometry of the B-Rep solid model;

pre-processing a voxelized mesh used to represent the modeled object in the design space, wherein the voxelized mesh comprises first voxels generated by the input preserve geometry having been converted into the voxelized mesh, and the pre-processing comprises

identifying second voxels corresponding to the surface, wherein the second voxels are a subset of the first voxels, and the second voxels approximate the surface but do not exactly conform to the surface due to the voxelized mesh being a discretized representation of the input preserve geometry of the B-Rep solid model,

identifying individual nodes of the second voxels that each have a respective projected distance to the surface that is less than a threshold distance, wherein the individual nodes are a subset of nodes of the second voxels, and

specifying a distribution of the loading condition or the displacement constraint, which has been specified in relation to the surface of the input preserve geometry of the B-Rep solid model, to the second voxels using the individual nodes from the identifying;

iteratively modifying a generatively designed three dimensional shape of the modeled object in the design space in accordance with the one or more design criteria and a physical response of the modeled object determined by the numerical simulation performed by a voxel-based solver using the distribution, which was specified using the individual nodes during the pre-processing before the iteratively modifying begins, to enforce the one or more boundary conditions in the voxelized mesh; and

providing the generatively designed three dimensional shape of the modeled object, which is useable in manufacturing the physical structure using one or more computer-controlled manufacturing systems.

2. The method of claim 1 , wherein the one or more boundary conditions comprise the displacement constraint specified in relation to the surface, the pre-processing comprises

finding a single coordinate system local to the surface of the input preserve geometry of the B-Rep solid model, and

specifying the distribution comprises applying a single point displacement constraint to each of the individual nodes using the single coordinate system to exactly enforce node displacements in one or more directions during the numerical simulation of the physical response of the modeled object.

3. The method of claim 1 , wherein the surface is a curved surface, the input preserve geometry comprises an additional surface other than the curved surface, the one or more boundary conditions comprise (i) a zero displacement constraint specified in relation to the additional surface of the input preserve geometry of the B-Rep solid model and (ii) the loading condition comprising a force or moment load specified in relation to the curved surface, and specifying the distribution comprises:

placing a reference node at a centroid of the individual nodes of the second voxels;

connecting the reference node at the centroid to the individual nodes with an interpolation constraint element; and

applying the force or moment load to the reference node to cause the distribution of a total loading value of the loading condition, during determination of the physical response, through the interpolation constraint element, which constrains motion at the reference node as a weighted average of the individual nodes, thereby ensuring equivalence between the total loading value and a sum of loading values distributed to the individual nodes of the second voxels.

4. The method of claim 1 , wherein the surface is a curved surface, the one or more boundary conditions comprise the loading condition comprising a uniform pressure load specified in relation to the curved surface, and specifying the distribution comprises:

computing an area of the curved surface;

finding a normal vector for each of the second voxels;

calculating a force vector for each of the second voxels using the normal vector for that voxel multiplied by the area of the curved surface and the uniform pressure load, which are divided by a total number of the second voxels;

specifying an initial portion of the distribution by specifying application of the force vector for each voxel to nodes of that voxel;

computing a residual force, which is a difference between (i) a total loading value on the curved surface from the uniform pressure load and (ii) an approximate load on the curved surface from totaling the force vectors for the second voxels;

placing a reference node at a centroid of the individual nodes of the second voxels;

connecting the reference node at the centroid to the individual nodes of the second voxels with an interpolation constraint element; and

specifying a remaining portion of the distribution as application of the residual force to the reference node to cause distribution of the residual force, during determination of the physical response, through the interpolation constraint element, which constrains motion at the reference node as a weighted average of the individual nodes, thereby ensuring equivalence between the total loading value and a sum of loading values distributed to the individual nodes of the second voxels.

5. The method of claim 4 , wherein finding the normal vector for each of the second voxels comprises finding eight normal vectors for respective ones of eight vertices of each of the second voxels, calculating the force vector for each of the second voxels comprises calculating eight force vectors for the respective ones of eight vertices of each of the second voxels using the respective normal vector for the vertex of that voxel multiplied by the area of the curved surface and the uniform pressure load, which are divided by eight and by the total number of the second voxels, and specifying the initial portion of the distribution comprises specifying application of each of the eight force vectors to respective ones of the eight vertices of each of the second voxels.

6. The method of claim 1 , wherein the one or more boundary conditions comprise the loading condition comprising a bearing load having a bearing coordinate system specified in relation to the surface, and specifying the distribution comprises:

finding a bearing angle for each of the second voxels, wherein the bearing angle is with respect to an axis of the bearing coordinate system;

calculating a force vector for each of the second voxels using (i) the bearing angles found for the second voxels, (ii) the bearing load, and (iii) a total number of the second voxels;

specifying an initial portion of the distribution by specifying application of the force vector for each voxel to nodes of that voxel;

computing a residual force, which is a difference between (i) a total loading value on the surface from the bearing load and (ii) an approximate load on the surface from totaling the force vectors for the second voxels;

placing a reference node at a centroid of the individual nodes of the second voxels;

connecting the reference node at the centroid to the individual nodes of the second voxels with an interpolation constraint element; and

specifying a remaining portion of the distribution as application of the residual force to the reference node to cause distribution of the residual force, during determination of the physical response, through the interpolation constraint element, which constrains motion at the reference node as a weighted average of the individual nodes, thereby ensuring equivalence between the total loading value and a sum of loading values distributed to the individual nodes of the second voxels.

7. The method of claim 1 , wherein the threshold distance is half of a size of a voxel in the voxelized mesh, and the providing comprises:

generating toolpath specifications for a manufacturing machine using the three dimensional shape of the modeled object; and

manufacturing at least a portion of the physical structure, or a mold for the physical structure, with the manufacturing machine using the toolpath specifications.

8. A system comprising:

a non-transitory storage medium having instructions of a computer aided design program stored thereon; and

one or more data processing apparatus configured to run the instructions of the computer aided design program to cause the one or more data processing apparatus to

obtain a design space for a modeled object, one or more design criteria for the modeled object, and one or more boundary conditions for numerical simulation, wherein the modeled object corresponds to a physical structure, wherein the modeled object comprises a B-Rep solid model of input preserve geometry comprising a surface of the input preserve geometry of the B-Rep solid model, and wherein the one or more boundary conditions comprise a loading condition or a displacement constraint specified in relation to the surface of the input preserve geometry of the B-Rep solid model,

pre-process a voxelized mesh used to represent the modeled object in the design space, wherein the voxelized mesh comprises first voxels generated by the input preserve geometry having been converted into the voxelized mesh, and the voxelized mesh is pre-processed by operations comprising

identifying second voxels corresponding to the surface, wherein the second voxels are a subset of the first voxels, and the second voxels approximate the surface but do not exactly conform to the surface due to the voxelized mesh being a discretized representation of the input preserve geometry of the B-Rep solid model,

identifying individual nodes of the second voxels that each have a respective projected distance to the surface that is less than a threshold distance, wherein the individual nodes are a subset of nodes of the second voxels, and

specifying a distribution of the loading condition or the displacement constraint, which has been specified in relation to the surface of the input preserve geometry of the B-Rep solid model, to the second voxels using the individual nodes from the identifying,

iteratively modify a generatively designed three dimensional shape of the modeled object in the design space in accordance with the one or more design criteria and a physical response of the modeled object determined by the numerical simulation performed by a voxel-based solver using the distribution, which was specified using the individual nodes during the pre-process before the iteratively modification begins, to enforce the one or more boundary conditions in the voxelized mesh, and

provide the generatively designed three dimensional shape of the modeled object, which is useable in manufacturing the physical structure using one or more computer-controlled manufacturing systems.

9. The system of claim 8 , wherein the one or more boundary conditions comprise the displacement constraint specified in relation to the surface, and the instructions cause the one or more data processing apparatus to pre-process the voxelized mesh by causing the one or more data processing apparatus to:

find a single coordinate system local to the surface of the input preserve geometry of the B-Rep solid model; and

specify the distribution by applying a single point displacement constraint to each of the individual nodes using the single coordinate system to exactly enforce node displacements in one or more directions during the numerical simulation of the physical response of the modeled object.

10. The system of claim 8 , wherein the surface is a curved surface, the input preserve geometry comprises an additional surface other than the curved surface, the one or more boundary conditions comprise (i) a zero displacement constraint specified in relation to the additional surface of the input preserve geometry of the B-Rep solid model and (ii) the loading condition comprising a force or moment load specified in relation to the curved surface, and the instructions cause the one or more data processing apparatus to specify the distribution by causing the one or more data processing apparatus to:

place a reference node at a centroid of the individual nodes of the second voxels;

connect the reference node at the centroid to the individual nodes with an interpolation constraint element; and

apply the force or moment load to the reference node to cause the distribution of a total loading value of the loading condition, during determination of the physical response, through the interpolation constraint element, which constrains motion at the reference node as a weighted average of the individual nodes, thereby ensuring equivalence between the total loading value and a sum of loading values distributed to the individual nodes of the second voxels.

11. The system of claim 8 , wherein the surface is a curved surface, the one or more boundary conditions comprise the loading condition comprising a uniform pressure load specified in relation to the curved surface, and the instructions cause the one or more data processing apparatus to specify the distribution by causing the one or more data processing apparatus to:

compute an area of the curved surface;

find a normal vector for each of the second voxels;

calculate a force vector for each of the second voxels, using the normal vector for that voxel multiplied by the area of the curved surface and the uniform pressure load, which are divided by a total number of the second voxels;

specify an initial portion of the distribution by specifying application of the force vector for each voxel to nodes of that voxel;

compute a residual force, which is a difference between (i) a total loading value on the curved surface from the uniform pressure load and (ii) an approximate load on the curved surface from totaling the force vectors for the second voxels;

place a reference node at a centroid of the individual nodes of the second voxels;

connect the reference node at the centroid to the individual nodes of the second voxels with an interpolation constraint element; and

specify a remaining portion of the distribution as application of the residual force to the reference node to cause distribution of the residual force, during determination of the physical response, through the interpolation constraint element, which constrains motion at the reference node as a weighted average of the individual nodes, thereby ensuring equivalence between the total loading value and a sum of loading values distributed to the individual nodes of the second voxels.

12. The system of claim 11 , wherein the instructions cause the one or more data processing apparatus to find the normal vector for each of the second voxels by causing the one or more data processing apparatus to find eight normal vectors for respective ones of eight vertices of each of the second voxels, the instructions cause the one or more data processing apparatus to calculate the force vector for each of the second voxels by causing the one or more data processing apparatus to calculate eight force vectors for the respective ones of eight vertices of each of the second voxels using the respective normal vector for the vertex of that voxel multiplied by the area of the curved surface and the uniform pressure load, which are divided by eight and by the total number of the second voxels, and by causing the one or more data processing apparatus to specify the initial portion of the distribution by causing the one or more data processing apparatus to specify application of each of the eight force vectors to respective ones of the eight vertices of each of the second voxels.

13. The system of claim 8 , wherein the one or more boundary conditions comprise the loading condition comprising a bearing load having a bearing coordinate system specified in relation to the surface, and the instructions cause the one or more data processing apparatus to specify the distribution by causing the one or more data processing apparatus to:

find a bearing angle for each of the second voxels, wherein the bearing angle is with respect to an axis of the bearing coordinate system;

calculate a force vector for each of the second voxels using (i) the bearing angles found for the second voxels, (ii) the bearing load, and (iii) a total number of the second voxels;

specify an initial portion of the distribution by specifying application of the force vector for each voxel to nodes of that voxel;

compute a residual force, which is a difference between (i) a total loading value on the surface from the bearing load and (ii) an approximate load on the surface from totaling the force vectors for the second voxels;

place a reference node at a centroid of the individual nodes of the second voxels;

connect the reference node at the centroid to the individual nodes of the second voxels with an interpolation constraint element; and

specify a remaining portion of the distribution as application of the residual force to the reference node to cause distribution of the residual force, during determination of the physical response, through the interpolation constraint element, which constrains motion at the reference node as a weighted average of the individual nodes, thereby ensuring equivalence between the total loading value and a sum of loading values distributed to the individual nodes of the second voxels.

14. The system of claim 8 , comprising the one or more computer-controlled manufacturing systems, wherein the threshold distance is half of a size of a voxel in the voxelized mesh, and the instructions cause the one or more data processing apparatus to provide the generatively designed three dimensional shape of the modeled object by causing the one or more data processing apparatus to:

generate toolpath specifications for the one or more computer-controlled manufacturing systems using the three dimensional shape of the modeled object; and

manufacture at least a portion of the physical structure, or a mold for the physical structure, with the one or more computer-controlled manufacturing systems using the toolpath specifications.

15. A non-transitory computer-readable medium encoding a program operable to cause one or more data processing apparatus to perform operations comprising:

obtaining a design space for a modeled object, one or more design criteria for the modeled object, and one or more boundary conditions for numerical simulation, wherein the modeled object corresponds to a physical structure, wherein the modeled object comprises a B-Rep solid model of input preserve geometry comprising a surface of the input preserve geometry of the B-Rep solid model, and wherein the one or more boundary conditions comprise a loading condition or a displacement constraint specified in relation to the surface of the input preserve geometry of the B-Rep solid model;

pre-processing a voxelized mesh used to represent the modeled object in the design space, wherein the voxelized mesh comprises first voxels generated by the input preserve geometry having been converted into the voxelized mesh, and the pre-processing comprises

identifying second voxels corresponding to the surface, wherein the second voxels are a subset of the first voxels, and the second voxels approximate the surface but do not exactly conform to the surface due to the voxelized mesh being a discretized representation of the input preserve geometry of the B-Rep solid model,

identifying individual nodes of the second voxels that each have a respective projected distance to the surface that is less than a threshold distance, wherein the individual nodes are a subset of nodes of the second voxels, and

specifying a distribution of the loading condition or the displacement constraint, which has been specified in relation to the surface of the input preserve geometry of the B-Rep solid model, to the second voxels using the individual nodes from the identifying;

iteratively modifying a generatively designed three dimensional shape of the modeled object in the design space in accordance with the one or more design criteria and a physical response of the modeled object determined by the numerical simulation performed by a voxel-based solver using the distribution, which was specified using the individual nodes during the pre-processing before the iteratively modifying begins, to enforce the one or more boundary conditions in the voxelized mesh; and

providing the generatively designed three dimensional shape of the modeled object, which is useable in manufacturing the physical structure using one or more computer-controlled manufacturing systems.

16. The non-transitory computer-readable medium of claim 15 , wherein the one or more boundary conditions comprise the displacement constraint specified in relation to the surface, the pre-processing comprises

finding a single coordinate system local to the surface of the input preserve geometry of the B-Rep solid model, and

specifying the distribution comprises applying a single point displacement constraint to each of the individual nodes using the single coordinate system to exactly enforce node displacements in one or more directions during the numerical simulation of the physical response of the modeled object.

17. The non-transitory computer-readable medium of claim 15 , wherein the surface is a curved surface, the input preserve geometry comprises an additional surface other than the curved surface, the one or more boundary conditions comprise (i) a zero displacement constraint specified in relation to the additional surface of the input preserve geometry of the B-Rep solid model and (ii) the loading condition comprising a force or moment load specified in relation to the curved surface, and specifying the distribution comprises:

placing a reference node at a centroid of the individual nodes of the second voxels;

connecting the reference node at the centroid to the individual nodes with an interpolation constraint element; and

applying the force or moment load to the reference node to cause the distribution of a total loading value of the loading condition, during determination of the physical response, through the interpolation constraint element, which constrains motion at the reference node as a weighted average of the individual nodes, thereby ensuring equivalence between the total loading value and a sum of loading values distributed to the individual nodes of the second voxels.

18. The non-transitory computer-readable medium of claim 15 , wherein the surface is a curved surface, the one or more boundary conditions comprise the loading condition comprising a uniform pressure load specified in relation to the curved surface, and specifying the distribution comprises:

computing an area of the curved surface;

finding a normal vector for each of the second voxels;

calculating a force vector for each of the second voxels using the normal vector for that voxel multiplied by the area of the curved surface and the uniform pressure load, which are divided by a total number of the second voxels;

specifying an initial portion of the distribution by specifying application of the force vector for each voxel to nodes of that voxel;

computing a residual force, which is a difference between (i) a total loading value on the curved surface from the uniform pressure load and (ii) an approximate load on the curved surface from totaling the force vectors for the second voxels;

placing a reference node at a centroid of the individual nodes of the second voxels;

connecting the reference node at the centroid to the individual nodes of the second voxels with an interpolation constraint element; and

specifying a remaining portion of the distribution as application of the residual force to the reference node to cause distribution of the residual force, during determination of the physical response, through the interpolation constraint element, which constrains motion at the reference node as a weighted average of the individual nodes, thereby ensuring equivalence between the total loading value and a sum of loading values distributed to the individual nodes of the second voxels.

19. The non-transitory computer-readable medium of claim 18 , wherein finding the normal vector for each of the second voxels comprises finding eight normal vectors for respective ones of eight vertices of each of the second voxels, calculating the force vector for each of the second voxels comprises calculating eight force vectors for the respective ones of eight vertices of each of the second voxels using the respective normal vector for the vertex of that voxel multiplied by the area of the curved surface and the uniform pressure load, which are divided by eight and by the total number of the second voxels, and specifying the initial portion of the distribution comprises specifying application of each of the eight force vectors to respective ones of the eight vertices of each of the second voxels.

20. The non-transitory computer-readable medium of claim 15 , wherein the one or more boundary conditions comprise the loading condition comprising a bearing load having a bearing coordinate system specified in relation to the surface, and specifying the distribution comprises:

finding a bearing angle for each of the second voxels, wherein the bearing angle is with respect to an axis of the bearing coordinate system;

calculating a force vector for each of the second voxels using (i) the bearing angles found for the second voxels, (ii) the bearing load, and (iii) a total number of the second voxels;

specifying an initial portion of the distribution by specifying application of the force vector for each voxel to nodes of that voxel;

computing a residual force, which is a difference between (i) a total loading value on the surface from the bearing load and (ii) an approximate load on the surface from totaling the force vectors for the second voxels;

placing a reference node at a centroid of the individual nodes of the second voxels;

connecting the reference node at the centroid to the individual nodes of the second voxels with an interpolation constraint element; and

specifying a remaining portion of the distribution as application of the residual force to the reference node to cause distribution of the residual force, during determination of the physical response, through the interpolation constraint element, which constrains motion at the reference node as a weighted average of the individual nodes, thereby ensuring equivalence between the total loading value and a sum of loading values distributed to the individual nodes of the second voxels.

21. The non-transitory computer-readable medium of claim 15 , wherein the threshold distance is half of a size of a voxel in the voxelized mesh, and the providing comprises:

generating toolpath specifications for a manufacturing machine using the three dimensional shape of the modeled object; and

manufacturing at least a portion of the physical structure, or a mold for the physical structure, with the manufacturing machine using the toolpath specifications.

Assignments (3)

Continuity (1)

References Cited (19)

Cited By (1)

US 12,651,103