Dynamic Additive Manufacturing Control for Melt Pool Stability

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Solution Overview

Problem

In Direct Metal Laser Melting (DMLM) systems, variations in heat transfer lead to poor surface finish on overhanging or downward-facing surfaces due to excessive heat and melt pool size issues, resulting in reduced component quality and potential unusability of manufactured parts.

Innovation Solution

A manufacturing computer device dynamically adapts additive manufacturing by comparing sensor information to build parameters, determining adjustments, and generating updated build files to optimize the manufacturing process, including real-time adjustments to laser power and scan speed, to maintain a stable melt pool size and temperature.

Engineering Contradictions & Design Principles

VSEngineering Contradiction Analysis

1Manufacturing precision

If laser device is used to melt powder material in DMLM systems, then component fabrication is achieved, but excessive heat and melt pool size variations occur leading to poor surface finish on overhanging surfaces

Engineering Contradiction:
Improvesurface finish qualityVSAvoidexcessive heat and melt pool size
Core Design Contradiction:
Manufacturing precisionVSTemperature

Solution Approach 1:

The patent implements dynamic adjustment of laser build parameters based on real-time sensor feedback. The system continuously monitors melt pool characteristics and automatically modifies laser power, scan speed, and other parameters to maintain optimal melt pool size and temperature, preventing excessive heat accumulation and improving surface finish on overhanging surfaces

Inventive Principle:
Principle #15Dynamics

Solution Approach 2:

The system incorporates sensor feedback mechanisms that monitor the additive manufacturing process in real-time. Build information including sensor data is fed back to the control system, which compares actual parameters against target parameters and automatically adjusts laser settings to correct deviations, thereby controlling melt pool size and temperature to prevent surface quality degradation

Inventive Principle:
Principle #23Feedback

2Reliability

If build parameters are kept static, then manufacturing process is simple, but variations in heat transfer lead to component quality issues and potential unusability

Engineering Contradiction:
Improvecomponent qualityVSAvoidmanufacturing process complexity
Core Design Contradiction:
ReliabilityVSDevice complexity

Solution Approach 1:

The patent implements a feedback control system where sensor information from the build process is continuously monitored and compared against target build parameters. The system automatically determines parameter adjustments and generates updated build files to maintain component quality, accepting the necessary increase in system complexity to ensure reliability

Inventive Principle:
Principle #23Feedback

Solution Approach 2:

The system dynamically changes laser build parameters such as power, scan speed, and hatch spacing based on real-time process conditions. This adaptive parameter adjustment ensures consistent component quality by compensating for variations in heat transfer and material properties, justifying the increased process complexity through improved reliability

Inventive Principle:
Principle #35Parameter changes

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 improves the surface finish and quality of additive manufactured parts by reducing overheating and melt pool size variations, leading to increased manufacturing efficiency and reduced defects.

Implementation Method 1

The laser device generates a laser beam that melts the powder material in and around the area where the laser beam is incident on the powder material, resulting in a melt pool

Methodology Applied
Scientific EffectLaser heating: Laser

Implementation Method 2

component surface quality, particularly of overhanging or downward facing surfaces, is reduced due to the variation in conductive heat transfer between the powdered metal and the surrounding solid material of the component

Methodology Applied
Scientific EffectConductive heat transfer: Conduction (thermal)

Data Source

PatentUS10747202B2Systems and method for advanced additive manufacturing
Publication Date: 2020.08.18 GENERAL ELECTRIC CO
  • US10747202B2 patent drawing
  • US10747202B2 patent drawing
  • US10747202B2 patent drawing

AI summary

A manufacturing computer device for dynamically adapting additive manufacturing of a part is configured to store a build file for building the part including one or more build parameters and receive build information. The manufacturing computer device is also configured to compare the sensor information to the one or more build parameters to determine one or more differences. The computer device is further configured to determine one or more adjustments to the one or more build parameters. Moreover, the computer device is configured to generate an updated build file based on the one or more adjustments. In addition, the computer device is further configured to transmit the updated build file to at least one machine of the plurality of machines for manufacture.