Estimating physical property of 3D printed parts
Methods, systems, and apparatus, including medium-encoded computer program products, for estimating the physical properties of 3D printed objects that include: obtaining a three dimensional (3D) model of a 3D object to be manufactured by a 3D extrusion printer; obtaining at least a portion of tool path data for the 3D extrusion printer to build the 3D object in accordance with the 3D model; creating unit cell geometry from the at least a portion of tool path data using at least one limitation on one or more unit cells of the unit cell geometry with respect to an aspect of the 3D extrusion printer's build of the 3D object; generating a numerical simulation of one or more microstructural properties of the 3D object to be built using the unit cell geometry; and estimating one or more macroscale properties, of the 3D object to be built, from the numerical simulation.
1. A method comprising:
obtaining a three dimensional (3D) model of a 3D object to be manufactured by a 3D extrusion printer;
obtaining at least a portion of tool path data for the 3D extrusion printer to build the 3D object in accordance with the 3D model;
creating unit cell geometry from the at least a portion of tool path data using at least one limitation on one or more unit cells of the unit cell geometry with respect to an aspect of the 3D extrusion printer's build of the 3D object, wherein creating the unit cell geometry comprises limiting a minimum volume of each unit cell to ensure the unit cell spans at least three layers of the 3D extrusion printer's build of the 3D object, as determined from a layer thickness aspect of the 3D extrusion printer's build of the 3D object;
generating a numerical simulation of one or more microstructural properties of the 3D object to be built using the unit cell geometry; and
estimating one or more macroscale properties, of the 3D object to be built, from the numerical simulation.
2. The method of claim 1 , wherein creating the unit cell geometry comprises:
checking, for each of the one or more unit cells, a percentage of the unit cell falling inside a containing envelope of the 3D extrusion printer's build of the 3D object; and
moving any of the one or more unit cells, which have less than fifty percent falling inside the containing envelope, to have a higher percentage of the unit cell within the containing envelope.
3. The method of claim 1 , wherein creating the unit cell geometry comprises limiting a maximum volume of each unit cell to ensure that locality is maintained.
4. The method of claim 3 , wherein the maximum volume of each unit cell is a volume of a mesh element containing the unit cell.
5. The method of claim 1 , wherein the one or more macroscale properties comprise one or more mechanical properties, one or more thermal properties, one or more electromagnetic properties, or a combination thereof.
6. A non-transitory computer-readable medium encoding a computer program operable to cause data processing apparatus to perform operations comprising:
obtaining a three dimensional (3D) model of a 3D object to be manufactured by a 3D extrusion printer;
obtaining at least a portion of tool path data for the 3D extrusion printer to build the 3D object in accordance with the 3D model;
creating unit cell geometry from the at least a portion of tool path data using at least one limitation on one or more unit cells of the unit cell geometry with respect to an aspect of the 3D extrusion printer's build of the 3D object, wherein creating the unit cell geometry comprises limiting a minimum volume of each unit cell to ensure the unit cell spans at least three layers of the 3D extrusion printer's build of the 3D object, as determined from a layer thickness aspect of the 3D extrusion printer's build of the 3D object;
generating a numerical simulation of one or more microstructural properties of the 3D object to be built using the unit cell geometry; and
estimating one or more macroscale properties, of the 3D object to be built, from the numerical simulation.
7. The non-transitory computer-readable medium of claim 6 , wherein creating the unit cell geometry comprises:
checking, for each of the one or more unit cells, a percentage of the unit cell falling inside a containing envelope of the 3D extrusion printer's build of the 3D object; and
moving any of the one or more unit cells, which have less than fifty percent falling inside the containing envelope, to have a higher percentage of the unit cell within the containing envelope.
8. The non-transitory computer-readable medium of claim 6 , wherein creating the unit cell geometry comprises limiting a maximum volume of each unit cell to ensure that locality is maintained.
9. The non-transitory computer-readable medium of claim 8 , wherein the maximum volume of each unit cell is a volume of a mesh element containing the unit cell.
10. The non-transitory computer-readable medium of claim 6 , wherein the one or more macroscale properties comprise one or more mechanical properties, one or more thermal properties, one or more electromagnetic properties, or a combination thereof.
11. A system comprising:
a user interface device; and
one or more computers operable to interact with the user interface device and to
obtain a three dimensional (3D) model of a 3D object to be manufactured by a 3D extrusion printer,
obtain at least a portion of tool path data for the 3D extrusion printer to build the 3D object in accordance with the 3D model,
create unit cell geometry from the at least a portion of tool path data using at least one limitation on one or more unit cells of the unit cell geometry with respect to an aspect of the 3D extrusion printer's build of the 3D object, wherein the one or more computers are programmed to create the unit cell geometry and limit a minimum volume of each unit cell to ensure the unit cell spans at least three layers of the 3D extrusion printer's build of the 3D object, as determined from a layer thickness aspect of the 3D extrusion printer's build of the 3D object,
generate a numerical simulation of one or more microstructural properties of the 3D object to be built using the unit cell geometry, and
estimate one or more macroscale properties, of the 3D object to be built, from the numerical simulation.
12. The system of claim 11 , wherein the one or more computers are programmed to:
check, for each of the one or more unit cells, a percentage of the unit cell falling inside a containing envelope of the 3D extrusion printer's build of the 3D object; and
move any of the one or more unit cells, which have less than fifty percent falling inside the containing envelope, to have a higher percentage of the unit cell within the containing envelope.
13. The system of claim 11 , wherein the one or more computers are programmed to create the unit cell geometry and limit a maximum volume of each unit cell to ensure that locality is maintained.
14. The system of claim 13 , wherein the maximum volume of each unit cell is a volume of a mesh element containing the unit cell.
15. The system of claim 11 , wherein the one or more macroscale properties comprise one or more mechanical properties, one or more thermal properties, one or more electromagnetic properties, or a combination thereof.