IP Library Granted Patent US 10,565,333
Granted Patent B2
US 10,565,333 · App. 14/695,257 · Granted Feb 18, 2020

Structural analysis for additive manufacturing

Inventors: Alberto Daniel Lacaze (Potomac, MD); Karl Nicholas Murphy (Rockville, MD)
G06F17/5018
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Quick Facts
Patent No.
US 10,565,333
App. No.
14/695,257
Granted
Feb 18, 2020
Kind
B2
Abstract

The system described assumes that the physical properties of the bind sites will be sufficiently repeatable to be tabulated based on a limited set of control constraints: filament material, temperature of the print head, feed rate, temperature of the substrate, and filament orientations at the bind site, etc. The main idea of this system is to utilize the bind sites and the connection and directionality of the threads as a lattice that can then be fed into a finite element analysis (FEA) algorithm for simulation in order to extract the macro physical properties of the part being produced. These repeatable bind site tabulated values can then be used to provide the cell properties for the FEA. The micro properties of the bind site can also be encoded into explicit equations, neural networks or other approximators.

Claims (33)

1. A method for the structural analysis for additive manufacturing by using non-transitory computer-readable medium capable of execution by a computer, mobile device, or other electronic device, the method comprising the following steps:

providing on and executing computer-readable media by a computer machine for determining the bind sites and the connection and directionality of the threads of a physical lattice for creating a corresponding finite element analysis (FEA) lattice for simulation in order to determine the macro physical properties of an additive manufactured part being produced;

providing a FEA software analysis cycle capable of predicting the physical properties of the additive manufactured part from the FEA lattice and providing 3D printing properties for an additive manufacturing process;

conducting one or more finite element analysis (FEA) comprising the steps of; examining the physical lattice formed by the additive manufacturing process of 3D printing;

determining the location of the binding sites in the physical lattice;

creating a table or tables of binding properties and one or more printing parameters or providing method to compute them;

transforming the binding properties of the physical lattice found in the table or tables of binding properties into a first finite element analysis (FEA) lattice;

using the tabulated binding property values to determine FEA cell properties for the first FEA lattice;

wherein the FEA lattice is the numerical representation of the physical lattice, including bind sites; and

the micro properties of the bind site are encoded into explicit equations or neural networks; and

predicting the physical properties of an additive manufactured part using a first FEA software analysis cycle.

2. The method of claim 1 , wherein the one or more tables of binding properties are provided.

3. The method of claim 1 , further comprising the steps of

providing a method for calculating the binding properties; and

calculating the one or more tables of binding properties.

4. The method of claim 1 , wherein the bind site properties are described by an explicit equation or numerical approximator instead of the table or tables of properties.

5. The method of claim 1 , wherein different bind site properties are used for different materials.

6. The method of claim 1 , further comprising the step of adding external forces to the first FEA lattice to the FEA software analysis cycle.

7. The method of claim 1 , wherein the physical properties computed by the FEA include thermal and electromagnetic properties.

8. The method of claim 1 , further comprising the step of simulating filament deformation in between bind sites using the FEA software analysis cycle.

9. The method of claim 1 , further comprising the step of

decomposing the filament between bind sites into multiple FEA cells in a lattice sub-sampling step.

10. The method of claim 1 , further comprising the step of introducing sintering variables to the FEA software analysis cycle.

11. The method of claim 1 , further comprising the steps of providing a loop using the results of the first FEA software analysis cycle as the starting point for a second FEA software analysis cycle to modify one or more printing parameters and modifying one or more printing parameters based on the results of the second or subsequent FEA software and analysis cycle.

12. The method of claim 1 , wherein one of the printing parameters being adjusted is a predicted physical property of the fill rate of the part from the first FEA software analysis cycle.

13. The method of claim 1 , wherein the FEA software analysis cycle is used in a loop resulting in a repeated analysis using the previous analysis to optimize the printing orientation to satisfy or optimize a particular physical property.

14. The method of claim 1 , wherein one of the printing parameters being adjusted is a predicted physical annealing or sintering property.

15. The method of claim 1 , further comprising the step of

adding to the FEA lattice interaction with non-3D printed parts.

16. The method of claim 15 , wherein the non-3D printed parts are screws and washers.

17. The method of claim 1 , further comprising the step of predicting the physical properties of multiple materials within the same additive manufactured part using the FEA software analysis cycle.

18. The method of claim 1 , further comprising the step of

simulating multiple additive manufactured parts created by different physical lattices on a 3D printer.

Assignments (5)
SECURITY INTEREST Recorded Jul 14, 2025
From: ROBOTIC RESEARCH OPCO, LLC
To: CRESCENT COVE OPPORTUNITY LENDING, LLC
Reel/Frame 071945/0001 →
TERMINATION AND RELEASE OF PATENT SECURITY INTEREST RECORDED AT REEL 066382, FRAME 0141 Recorded Jul 16, 2024
From: CRESCENT COVE OPPORTUNITY LENDING, LLC, AS ADMINISTRATIVE AGENT
To: ROBOTIC RESEARCH OPCO, LLC
Reel/Frame 068389/0707 →
SECURITY INTEREST Recorded Jan 30, 2024
From: ROBOTIC RESEARCH OPCO, LLC
To: CRESCENT COVE OPPORTUNITY LENDING, LLC
Reel/Frame 066382/0141 →
MERGER Recorded Jun 20, 2022
From: ROBOTIC RESEARCH, LLC
To: ROBOTIC RESEARCH OPCO, LLC
Reel/Frame 060877/0929 →
ASSIGNMENT OF ASSIGNOR'S INTEREST Recorded Dec 31, 2019
From: LACAZE, ALBERTO DANIEL, MR; MURPHY, KARL NICHOLAS, MR
To: ROBOTIC RESEARCH, LLC
Reel/Frame 051392/0036 →
Continuity (2)
Provisional Application 61984536 · Apr 25, 2014
Related Publication 20150310148A1 · Oct 29, 2015
Cited By (2)
US 12,591,220 US 12,698,897