Multivariate statistical process control of laser powder bed additive manufacturing
US-2017246810-A1 · Aug 31, 2017 · US
US2017129052A1 · US · A1
| Field | Value |
|---|---|
| Publication number | US-2017129052-A1 |
| Application number | US-201615339712-A |
| Country | US |
| Kind code | A1 |
| Filing date | Oct 31, 2016 |
| Priority date | Nov 6, 2015 |
| Publication date | May 11, 2017 |
| Grant date | — |
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The present disclosure provides three-dimensional (3D) printing methods, apparatuses, systems, and non-transitory computer-readable medium. The disclosure delineates real time manipulation of three-dimensional printing to reduce deformation. The present disclosure further provides 3D object formed using the methods, apparatuses, and systems.
Opening claim text (preview).
What is claimed is: 1 . A system for forming at least one three-dimensional object, comprising: (a) an energy beam that transforms at least a portion of a material bed to a transformed material; and (b) a controller comprising a control-model that is related to a requested three-dimensional object, which control-model is configured in the controller, which controller is operative coupled to the energy beam and is programmed to direct the energy beam to transform the at least a portion of the material bed to form the at least one three-dimensional object using the control-model. 2 . The system of claim 1 , wherein the control-model is adjusted in real time during the forming of the at least one three-dimensional object. 3 . The method of claim 2 , wherein real time is during a dwell time of the energy beam along a hatch line forming a melt pool. 4 . The method of claim 1 , wherein the parameter comprises a temperature, height, or power density. 5 . The system of claim 1 , wherein the at least one three-dimensional object is a plurality of three-dimensional objects. 6 . The system of claim 5 , wherein the plurality of three-dimensional objects is formed in the same material bed. 7 . The system of claim 5 , wherein the plurality of three-dimensional objects is formed in parallel. 8 . The system of claim 1 , wherein the controller comprises a closed loop or open loop control. 9 . The system of claim 1 , wherein the controller comprises a feedback or feed-forward control. 10 . The system of claim 1 , wherein the control-model comprises one or more free parameters that are optimized in real time during the forming of the at least one three-dimensional object. 11 . The system of claim 1 , wherein the controller comprises an internal-state-system that provides an estimate of an internal state of the forming of the at least one three-dimensional object. 12 . The system of claim 11 , wherein the internal state is derived from one or more measurements comprising a measurement of the control variable or a measurement of the input parameters. 13 . The system of claim 11 , wherein the internal-state-system comprises a state-observer. 14 . The system of claim 1 , wherein the control-model comprises a state-observer-model. 15 . The system of claim 1 , wherein the controller comprises a graphical processing unit (GPU), system-on-chip (SOC), application specific integrated circuit (ASIC), application specific instruction-set processor (ASIPs), programmable logic device (PLD), or field programmable gate array (FPGA). 16 . The system of claim 1 , wherein the three-dimensional object is substantially similar to the requested three-dimensional object, wherein substantially is relative to the intended purpose of the three-dimensional object. 17 . A method for forming a three-dimensional object, comprising: (a) transforming a portion of a material bed with an energy beam to form at least a portion of the three-dimensional object; and (b) controlling in real time at least one characteristics of the energy beam with a controller comprising a control-model related to a requested three-dimensional object, which control-model is configured in the controller, wherein the three-dimensional object is substantially similar to the requested three-dimensional object. 18 . The method of claim 17 , wherein the control-model is adjusted in real time during the forming of the three-dimensional object. 19 . The method of claim 17 , wherein real time is during a dwell time of the energy beam along a hatch line forming a melt pool. 20 . The method of claim 17 , wherein the controlling uses a processor comprising at least 3 Tera floating point operations per second, according to a benchmark. 21 . The method of claim 17 , further comprising adjusting the at least one characteristics of the energy beam and repeating (a) to (b). 22 . The method of claim 17 , wherein the closed loop control uses at least one threshold value. 23 . The method of claim 17 , wherein the control-model comprises a simplified model relative to the requested model of the three-dimensional object. 24 . The method of claim 17 , wherein substantially is relative to the intended purpose of the three-dimensional object. 25 . The method of claim 17 , wherein the control-model comprises a state-observer-model. 26 . The method of claim 17 , wherein the control-model comprises a simulation. 27 . The method of claim 26 , wherein the simulation comprises a temperature or mechanical simulation of the three-dimensional printing. 28 . The method of claim 26 , wherein the simulation comprises a material property of the three-dimensional object. 29 . The method of claim 26 , wherein the simulation comprises a geometry of the three-dimensional object. 30 . The method of claim 26 , wherein the control-model is dynamically adjusted in the real time during the forming of the three-dimensional object.
using laser beams; using electron beams [EB] · CPC title
Computer-aided design [CAD] · CPC title
characterised by the type, e.g. laser or electron beam · CPC title
Scanners · CPC title
to achieve specific product aspects, e.g. surface smoothness, density, porosity or hollow structures · CPC title
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