Machine learning enabled model for predicting the spreading process in powder-bed three-dimensional printing
US-2019070787-A1 · Mar 7, 2019 · US
US10620103B2 · US · B2
| Field | Value |
|---|---|
| Publication number | US-10620103-B2 |
| Application number | US-201815979986-A |
| Country | US |
| Kind code | B2 |
| Filing date | May 15, 2018 |
| Priority date | May 15, 2018 |
| Publication date | Apr 14, 2020 |
| Grant date | Apr 14, 2020 |
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Devices (herein “powder spreadability inspection tools”) and methods are provided for evaluating the spreadability of powders utilized in additive manufacturing (AM) processes. In embodiments, the powder spreadability inspection tool includes a powder support surface on which a visual inspection area is provided, a spreader system including a spreader implement, and a powder dispenser. The spreader implement is movable relative to the powder support surface along a path, which extends or passes over the visual inspection area. The powder dispenser is operable to dispense a premeasured or metered volume of an AM powder sample onto the powder support surface ahead of the spreader implement. As the spreader implement moves along the path relative to the powder support surface, the spreader implement spreads a layer of the metered powder sample across the visual inspection area to allow a visual evaluation of the spreadability of the AM powder.
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What is claimed is: 1. A powder spreadability inspection tool for evaluating a spreadability of an additive manufacturing (AM) powder, the powder spreadability inspection tool comprising: a powder support surface having a visual inspection area; a spreader system including a spreader implement movable relative to the powder support surface along a path passing over the visual inspection area; and a powder dispenser configured to dispense a metered volume of an AM powder sample onto the powder support surface in the path of the spreader implement, which spreads the AM powder sample across the visual inspection area to enable a visual evaluation of powder spreadability, wherein the powder spreadability inspection tool excludes any energy source capable of directing an energy beam at the powder support surface for fusing or sintering the AM powder sample, and wherein the powder spreadability inspection tool further comprises visual indicia of powder spreadability quality appearing on or adjacent the visual inspection area, the visual indicia of powder spreadability quality comprising color-coded regions of the visual inspection area. 2. The powder spreadability inspection tool of claim 1 wherein the spreader implement comprises a lower edge spaced from the powder support surface by a vertical gap, as taken along a first axis orthogonal to the powder support surface; and wherein the vertical gap has a substantially constant height, as taken along a second axis perpendicular to the first axis and parallel to the powder support surface. 3. The powder spreadability inspection tool of claim 1 wherein the spreader implement comprises a lower edge spaced from the powder support surface by a vertical gap having a height, as taken along a first axis orthogonal to the powder support surface; and wherein the spreader implement further comprises a gap adjustment mechanism enabling the height of the vertical gap to be adjusted. 4. The powder spreadability inspection tool of claim 1 wherein the spreader system further comprises a spreader actuator configured to move the spreader system along a translational axis substantially parallel to the powder support surface. 5. The powder spreadability inspection tool of claim 1 wherein the spreader implement progresses from a start position to an end position when traveling along the path, and wherein the visual indicia of powder spreadability quality comprise: a visual indicator of a poor powder spreadability adjacent the start position; and a visual indicator of good powder spreadability adjacent the end position. 6. The powder spreadability inspection tool of claim 1 wherein the spreader system further comprises a linear guide system, which confines the spreader implement to linear motion as the spreader implement moves relative to the powder support surface. 7. The powder spreadability inspection tool of claim 1 further comprising: a camera having a field of view encompassing the visual inspection area; a display device; and a processor coupled to the camera and configured to: analyze image data received from the camera of the AM powder sample, when spread across the visual inspection areas; assess the spreadability of the AM powder sample based upon the analysis of the image data; and indicate results of the assessment on the display device. 8. The powder spreadability inspection tool of claim 1 further comprising an electrically-grounded plate defining the powder support surface. 9. A powder spreadability inspection tool for evaluating a spreadability of an additive manufacturing (AM) powder, the powder spreadability inspection tool comprising: a powder support surface having a visual inspection area; a spreader system configured to spread the AM powder over the visual inspection area as a powder layer having a substantially uniform thickness; and visual indicia on the powder support surface correlating coverage of the visual inspection area of the powder layer with a spreadability quality of the AM powder, wherein the powder spreadability inspection tool excludes any energy source capable of directing an energy beam at the powder support surface for fusing or sintering the powder layer. 10. The powder spreadability inspection tool of claim 9 wherein the visual indicia comprise color-coded regions of the visual inspection area. 11. The powder spreadability inspection tool of claim 9 wherein the spreader system comprises: a wiper blade spaced from the powder support surface by a vertical gap, as taken along an axis orthogonal to the powder support surface; and a spreader actuator configured to move the wiper blade from a start position to an end position to spread the powder layer over the visual inspection area. 12. The powder spreadability inspection tool of claim 11 wherein the visual indicia comprise: a visual indicator of a poor powder spreadability adjacent the start position; and a visual indicator of good powder spreadability adjacent the end position. 13. The powder spreadability inspection tool of claim 11 wherein the spreader system further comprises a gap adjustment mechanism enabling a height of the vertical gap to be adjusted. 14. The powder spreadability inspection tool of claim 11 further comprising a powder dispenser configured to selectively dispense the AM powder in a predetermined amount ahead of the wiper blade. 15. The powder spreadability inspection tool of claim 11 wherein the wiper blade travels along a substantially linear path, which is parallel to the powder support surface, when moving from the start position to the end position. 16. A method for evaluating a spreadability of an additive manufacturing (AM) powder, the method carried-out utilizing a powder spreadability inspection tool including a spreader implement and a powder support surface having a visual inspection area, the method comprising: dispensing a predetermined amount of an AM powder sample onto the powder support surface; utilizing the spreader implement to spread the AM powder sample across the visual inspection area, the AM powder sample spread in a powder layer having a substantially uniform thickness; and visually assessing the spreadability of the AM powder sample based, at least in part, on coverage of the visual inspection area by the powder layer, wherein the powder spreadability inspection tool used for the steps of dispensing and spreading excludes any energy source capable of directing an energy beam at the powder support surface for fusing or sintering the powder layer, and wherein the method excludes any step of fusing or sintering the powder layer. 17. The method of claim 16 wherein the spreader implement comprises a lower edge spaced from the powder support surface by a vertical gap having a height, as taken along a first axis orthogonal to the powder support surface; and wherein dispensing comprises dispensing the AM powder sample in a predetermined amount sufficient to cover at least a majority of the visual inspection area, given the height of the vertical gap, when the AM powder sample possesses an optimal spreadability. 18. The method of claim 16 wherein visually assessing comprises: capturing image data of the powder layer utilizing a camera having a field-of-view encompassing the visual inspection area; utilizing a processor, which is coupled to the camera, to assess the spreadability of the AM powder sample based upon the analysis of the image data; and displaying results of the assessment on a display device coupled to the processor.
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