Additive Manufacturing Density Feedback Control

Resolve Bottlenecks,
Find Innovative Solutions
Generate Solutions

Solution Overview

Problem

Additive manufacturing systems face challenges in achieving consistent density in 3D part printing due to process variations, leading to regions with densities out of spec, which can result in poorly formed parts.

Innovation Solution

The system employs a method of measuring density near an intermediate build surface, identifying density error regions, and modifying the bitslice stack by adding material to low-density areas, using sensors and a controller assembly to ensure targeted density is achieved through feedback controls.

Engineering Contradictions & Design Principles

VSEngineering Contradiction Analysis

1Productivity

If additive manufacturing systems print layers sequentially without density monitoring, then printing speed is maintained, but density consistency deteriorates

Engineering Contradiction:
Improveprinting speedVSAvoiddensity consistency
Core Design Contradiction:
ProductivityVSManufacturing precision

Solution Approach 1:

The system implements real-time density monitoring during the additive manufacturing process by measuring density of the intermediate build surface after each layer is printed. The controller assembly receives density measurements, compares them to target density values, and automatically modifies subsequent layer parameters to compensate for deviations, creating a closed-loop feedback control system that maintains density consistency without sacrificing printing speed

Inventive Principle:
Principle #23Feedback

Solution Approach 2:

The system performs preliminary density measurements on the intermediate build surface before completing the entire part. Based on these early measurements, the controller proactively adjusts printing parameters for remaining layers to prevent density errors from propagating, rather than waiting until the end to detect and correct issues

Inventive Principle:
Principle #10Preliminary action

2Manufacturing precision

If density measurements are taken frequently during printing, then density accuracy is improved, but measurement time increases

Engineering Contradiction:
Improvedensity accuracyVSAvoidmeasurement time
Core Design Contradiction:
Manufacturing precisionVSLoss of time

Solution Approach 1:

The system performs density measurements on a selective basis rather than continuously measuring every single layer. The controller determines when measurements are necessary based on process conditions and accumulates measurements at strategic intervals, achieving sufficient density control without the time penalty of measuring every layer

Inventive Principle:
Principle #16Partial or excessive action

3Manufacturing precision

If the bitslice stack is modified in real-time based on density feedback, then density error regions are compensated, but processing complexity increases

Engineering Contradiction:
Improvedensity error compensationVSAvoidcontrol system complexity
Core Design Contradiction:
Manufacturing precisionVSDevice complexity

Solution Approach 1:

The system applies density compensation locally to specific error regions rather than uniformly adjusting the entire part. The controller identifies low-density regions from measurement data and modifies bitslice parameters only for affected areas, leaving unaffected regions unchanged. This localized approach achieves density correction while minimizing the complexity increase from real-time processing

Inventive Principle:
Principle #3Local quality

Applied Scientific Principles

This section explains which scientific principles are used to turn an abstract innovation direction into a practical engineering solution.

Function Achieved in This Case

This approach allows for real-time correction of density errors, resulting in 3D parts with improved density accuracy and properties, enhancing the overall quality of the printed parts.

Implementation Method 1

measuring density of the three-dimensional part under construction near an intermediate build surface after one or more of the successive layers are printed

Methodology Applied
Scientific EffectDensity measurement:

Implementation Method 2

developing a plurality of successive imaged layers of a powder material with one or more electrophotography engines of the additive manufacturing system

Methodology Applied
Scientific EffectElectrophotography:

Data Source

PatentUS10011071B2Additive manufacturing using density feedback control
Publication Date: 2018.07.03 EVOLVE ADDITIVE SOLUTIONS INC
  • US10011071B2 patent drawing
  • US10011071B2 patent drawing
  • US10011071B2 patent drawing

AI summary

A method for printing a three-dimensional part with an additive manufacturing system includes providing a bitslice stack having a plurality of bitslices and printing a plurality of successive layers of the three-dimensional part with the additive manufacturing system based on the bitslices in the bitslice stack. The method includes measuring density of the three-dimensional part under construction near an intermediate build surface after one or more of the successive layers are printed. The method includes determining differences across the intermediate build surface of the measured density to a targeted density to identify one or more density error regions across the intermediate build surface, wherein the density error regions comprise low density regions, and modifying the bitslice stack to compensate for the one or more density error regions.