Computer aided generative design with feature thickness control to facilitate manufacturing and structural performance
Methods, systems, and apparatus, including medium-encoded computer program products, for computer aided design with feature thickness control, include: a three-dimensional modeling program configured to provide voxelized thinning including preparing a voxelized sheet and line skeleton for a three-dimensional shape of a three-dimensional model, and/or ramped scaling based thickness constraint application during shape and/or topology generation including modifying an amount of change indicated by a current numerical assessment generated by numerical simulation. The three-dimensional modeling program can be an architecture, engineering and/or construction program (e.g., building information management program), a product design and/or manufacturing program (e.g., a CAM program), and/or a media and/or entertainment production program (e.g., an animation production program).
1 . A method comprising:
obtaining, by a computer aided design program, a design space for a modeled object, for which a corresponding physical structure is to be manufactured, one or more design criteria for the modeled object, and a thickness specification for the modeled object;
iteratively varying, by the computer aided design program, a three-dimensional shape of the modeled object in the design space in accordance with the one or more design criteria, wherein the iteratively varying comprises performing a first set of two or more iterations following a second set of zero or more iterations, and wherein during the first set of two or more iterations, the iteratively varying comprises modifying an amount of change indicated by a current numerical assessment of the modeled object, which is generated by numerical simulation, in each iteration of the first set of two or more iterations for use in updating a current version of the three-dimensional shape in the iteration;
wherein the modifying comprises, for each location of multiple locations in a current version of the three-dimensional shape, slowing a shape change, at the location, in a direction toward the thickness specification by an amount that is based on a difference between the thickness specification and a measured thickness at the location when the measured thickness complies with the thickness specification; and
providing, by the computer aided design program, the three-dimensional shape of the modeled object for use in manufacturing the physical structure using one or more computer-controlled manufacturing systems.
2 . The method of claim 1 , wherein the iteratively varying comprises iteratively varying both the three-dimensional shape and a topology of the modeled object in the design space in accordance with the one or more design criteria, wherein the modifying comprises, for each location of multiple locations in a current version of the three-dimensional shape, forcing a shape change, at the location, in a direction toward the thickness specification when the measured thickness does not comply with the thickness specification.
3 . The method of claim 2 , wherein the forcing comprises forcing a shape change in a direction toward the thickness specification by an amount that is based on a difference between the thickness specification and the measured thickness at the location.
4 . The method of claim 2 , wherein the modifying comprises, for each location of the multiple locations in the current version of the three-dimensional shape:
estimating a prospected change in thickness at the location using either the slowed shape change or the forced shape change; and
adjusting either the slowed shape change or the forced shape change using the estimated change in thickness at the location.
5 . The method of claim 1 , wherein the second set is a second set of one or more iterations, and the iteratively varying comprises performing a third set of two or more iterations between the second set of one or more iterations and the first set of two or more iterations, and wherein during the third set of two or more iterations, the iteratively varying comprises:
for each location of multiple locations in a current version of the three-dimensional shape, slowing a shape change, at the location, in a direction toward the thickness specification when a measured thickness at the location is within a range of values, one side of the range of values being set by an adjustment control variable; and
changing the adjustment control variable over the course of the third set of two or more iterations to move closer to the thickness specification.
6 . The method of claim 5 , wherein the iteratively varying comprises extending the first set of two or more iterations beyond an iteration at which the one or more design criteria are satisfied, in order to ensure no further forced shape changes are needed.
7 . The method of claim 5 , wherein the second set is a second set of two or more iterations, and wherein no change, based on the thickness specification, in the amount indicated by the numerical assessment is performed during the second set of two or more iterations.
8 . The method of claim 5 , wherein the iteratively varying comprises measuring thickness values for the three-dimensional shape, the measuring comprising:
preparing a voxelized sheet and line skeleton for the three-dimensional shape; and
defining the thickness values for the three-dimensional shape using the voxelized sheet and line skeleton.
9 . The method of claim 5 , wherein the thickness specification is a maximum thickness value.
10 . The method of claim 5 , wherein the thickness specification corresponds to a thickness aspect ratio, and the thickness specification is adjusted at the location based on a ratio of an assessed thickness at the location with respect to a length of a portion of the current version of the three-dimensional shape, the portion containing the location.
11 . The method of claim 5 , wherein the thickness specification is a minimum thickness value.
12 . The method of claim 5 , wherein the measured thickness complies with the thickness specification when the thickness at the location satisfies (i) a maximum thickness value, (ii) a thickness aspect ratio, or (iii) a minimum thickness value, with a buffer set in accordance with an estimate of thickness measurement error.
13 . The method of claim 12 , wherein the slowing is controlled by a first function, and the forcing is controlled by a second function.
14 . 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 a design space for a modeled object, for which a corresponding physical structure is to be manufactured, one or more design criteria for the modeled object, and a thickness specification for the modeled object;
iteratively varying a three-dimensional shape of the modeled object in the design space in accordance with the one or more design criteria, wherein the iteratively varying comprises performing a first set of two or more iterations following a second set of zero or more iterations, and wherein during the first set of two or more iterations, the iteratively varying comprises modifying an amount of change indicated by a current numerical assessment of the modeled object, which is generated by numerical simulation, in each iteration of the first set of two or more iterations for use in updating a current version of the three-dimensional shape in the iteration;
wherein the modifying comprises, for each location of multiple locations in a current version of the three-dimensional shape, slowing a shape change, at the location, in a direction toward the thickness specification by an amount that is based on a difference between the thickness specification and a measured thickness at the location when the measured thickness complies with the thickness specification; and
providing the three-dimensional shape of the modeled object for use in manufacturing the physical structure using one or more computer-controlled manufacturing systems.
15 . The non-transitory computer-readable medium of claim 14 , wherein the second set is a second set of one or more iterations, and the iteratively varying comprises performing a third set of two or more iterations between the second set of one or more iterations and the first set of two or more iterations, and wherein during the third set of two or more iterations, the iteratively varying comprises:
for each location of multiple locations in a current version of the three-dimensional shape, slowing a shape change, at the location, in a direction toward the thickness specification when a measured thickness at the location is within a range of values, one side of the range of values being set by an adjustment control variable; and
changing the adjustment control variable over the course of the third set of two or more iterations to move closer to the thickness specification.
16 . A system comprising:
a non-transitory storage medium having instructions of a three-dimensional modeling program stored thereon; and
one or more data processing apparatus configured to run the instructions of the three-dimensional modeling program to perform operations comprising:
obtaining a design space for a modeled object, for which a corresponding physical structure is to be manufactured, one or more design criteria for the modeled object, and a thickness specification for the modeled object;
iteratively varying a three-dimensional shape of the modeled object in the design space in accordance with the one or more design criteria, wherein the iteratively varying comprises performing a first set of two or more iterations following a second set of zero or more iterations, and wherein during the first set of two or more iterations, the iteratively varying comprises modifying an amount of change indicated by a current numerical assessment of the modeled object, which is generated by numerical simulation, in each iteration of the first set of two or more iterations for use in updating a current version of the three-dimensional shape in the iteration;
wherein the modifying comprises, for each location of multiple locations in a current version of the three-dimensional shape, slowing a shape change, at the location, in a direction toward the thickness specification by an amount that is based on a difference between the thickness specification and a measured thickness at the location when the measured thickness complies with the thickness specification; and
providing the three-dimensional shape of the modeled object for use in manufacturing the physical structure using one or more computer-controlled manufacturing systems.
17 . The system of claim 16 , wherein the three-dimensional modeling program is (i) an architecture, engineering and/or construction program, (ii) a product design and/or manufacturing program, and/or (iii) a media and/or entertainment production program.
18 . The system of claim 16 , wherein the iteratively varying comprises iteratively varying both the three-dimensional shape and a topology of the modeled object in the design space in accordance with the one or more design criteria, wherein the modifying comprises, for each location of multiple locations in a current version of the three-dimensional shape, forcing a shape change, at the location, in a direction toward the thickness specification when the measured thickness does not comply with the thickness specification.
19 . The system of claim 18 , wherein the forcing comprises forcing a shape change in a direction toward the thickness specification by an amount that is based on a difference between the thickness specification and the measured thickness at the location.
20 . The system of claim 18 , wherein the modifying comprises, for each location of the multiple locations in the current version of the three-dimensional shape:
estimating a prospected change in thickness at the location using either the slowed shape change or the forced shape change; and
adjusting either the slowed shape change or the forced shape change using the estimated change in thickness at the location.
21 . The system of claim 17 , wherein the second set is a second set of one or more iterations, and the iteratively varying comprises performing a third set of two or more iterations between the second set of one or more iterations and the first set of two or more iterations, and wherein during the third set of two or more iterations, the iteratively varying comprises:
for each location of multiple locations in a current version of the three-dimensional shape, slowing a shape change, at the location, in a direction toward the thickness specification when a measured thickness at the location is within a range of values, one side of the range of values being set by an adjustment control variable; and
changing the adjustment control variable over the course of the third set of two or more iterations to move closer to the thickness specification.
22 . The system of claim 21 , wherein the iteratively varying comprises extending the first set of two or more iterations beyond an iteration at which the one or more design criteria are satisfied, in order to ensure no further forced shape changes are needed.
23 . The system of claim 21 , wherein the second set is a second set of two or more iterations, and wherein no change, based on the thickness specification, in the amount indicated by the numerical assessment is performed during the second set of two or more iterations.
24 . The system of claim 21 , wherein the iteratively varying comprises measuring thickness values for the three-dimensional shape, the measuring comprising:
preparing a voxelized sheet and line skeleton for the three-dimensional shape; and
defining the thickness values for the three-dimensional shape using the voxelized sheet and line skeleton.
25 . The system of claim 21 , wherein the thickness specification is a maximum thickness value.
26 . The system of claim 21 , wherein the thickness specification corresponds to a thickness aspect ratio, and the thickness specification is adjusted at the location based on a ratio of an assessed thickness at the location with respect to a length of a portion of the current version of the three-dimensional shape, the portion containing the location.
27 . The system of claim 21 , wherein the thickness specification is a minimum thickness value.
28 . The system of claim 21 , wherein the measured thickness complies with the thickness specification when the thickness at the location satisfies (i) a maximum thickness value, (ii) a thickness aspect ratio, or (iii) a minimum thickness value, with a buffer set in accordance with an estimate of thickness measurement error.
29 . The system of claim 28 , wherein the slowing is controlled by a first function, and the forcing is controlled by a second function.
30 . The non-transitory computer-readable medium of claim 15 , wherein the iteratively varying comprises extending the first set of two or more iterations beyond an iteration at which the one or more design criteria are satisfied, in order to ensure no further forced shape changes are needed.
31 . The non-transitory computer-readable medium of claim 15 , wherein the second set is a second set of two or more iterations, and wherein no change, based on the thickness specification, in the amount indicated by the numerical assessment is performed during the second set of two or more iterations.
32 . The non-transitory computer-readable medium of claim 15 , wherein the iteratively varying comprises measuring thickness values for the three-dimensional shape, the measuring comprising:
preparing a voxelized sheet and line skeleton for the three-dimensional shape; and
defining the thickness values for the three-dimensional shape using the voxelized sheet and line skeleton.
33 . The non-transitory computer-readable medium of claim 15 , wherein the thickness specification is a maximum thickness value.
34 . The non-transitory computer-readable medium of claim 15 , wherein the thickness specification corresponds to a thickness aspect ratio, and the thickness specification is adjusted at the location based on a ratio of an assessed thickness at the location with respect to a length of a portion of the current version of the three-dimensional shape, the portion containing the location.
35 . The non-transitory computer-readable medium of claim 15 , wherein the thickness specification is a minimum thickness value.
36 . The non-transitory computer-readable medium of claim 15 , wherein the measured thickness complies with the thickness specification when the thickness at the location satisfies (i) a maximum thickness value, (ii) a thickness aspect ratio, or (iii) a minimum thickness value, with a buffer set in accordance with an estimate of thickness measurement error.
37 . The non-transitory computer-readable medium of claim 36 , wherein the slowing is controlled by a first function, and the forcing is controlled by a second function.
38 . The non-transitory computer-readable medium of claim 14 , wherein the iteratively varying comprises iteratively varying both the three-dimensional shape and a topology of the modeled object in the design space in accordance with the one or more design criteria, wherein the modifying comprises, for each location of multiple locations in a current version of the three-dimensional shape, forcing a shape change, at the location, in a direction toward the thickness specification when the measured thickness does not comply with the thickness specification.
39 . The non-transitory computer-readable medium of claim 38 , wherein the forcing comprises forcing a shape change in a direction toward the thickness specification by an amount that is based on a difference between the thickness specification and the measured thickness at the location.
40 . The non-transitory computer-readable medium of claim 38 , wherein the modifying comprises, for each location of the multiple locations in the current version of the three-dimensional shape:
estimating a prospected change in thickness at the location using either the slowed shape change or the forced shape change; and
adjusting either the slowed shape change or the forced shape change using the estimated change in thickness at the location.