Additive Manufacturing Microstructure Control via Thermal Feedback

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Solution Overview

Problem

Additive manufacturing systems face challenges in consistently controlling the microstructure of components, leading to manufacturing defects and variability in properties such as strength, ductility, and thermal response, due to the lack of real-time thermal data feedback and adaptive control mechanisms.

Innovation Solution

An additive manufacturing system that includes a computing device coupled with an energy source, capable of receiving real-time thermal data and dynamically adjusting the energy beam parameters to control the microstructure of components, using a manufacturing plan that incorporates predictive models and feedback loops to maintain target temperature values and microstructural characteristics.

Engineering Contradictions & Design Principles

VSEngineering Contradiction Analysis

1Manufacturing precision

If real-time thermal data feedback and adaptive control mechanisms are implemented, then manufacturing precision and microstructure control are improved, but device complexity increases

Engineering Contradiction:
Improvemicrostructure controlVSAvoidcontrol system complexity
Core Design Contradiction:
Manufacturing precisionVSDevice complexity

Solution Approach 1:

The system implements real-time thermal feedback by monitoring temperature data during the additive manufacturing process and using this information to dynamically adjust energy beam parameters. This closed-loop control enables precise microstructure control by continuously comparing actual thermal conditions with target values and making corrective adjustments to energy input, thereby resolving the contradiction between manufacturing precision and device complexity through intelligent control rather than hardware complexity.

Inventive Principle:
Principle #23Feedback

Solution Approach 2:

The system dynamically adjusts energy beam parameters (power, speed, hatching patterns) in real-time based on thermal feedback during manufacturing. This dynamic adaptation allows the system to respond to varying thermal conditions and maintain optimal microstructure control without requiring a permanently complex control architecture, as the complexity is activated only when and where needed during the manufacturing process.

Inventive Principle:
Principle #15Dynamics

2Stability of the object's composition

If dynamic adjustment of energy beam parameters is implemented, then microstructure consistency is improved, but manufacturing time increases

Engineering Contradiction:
Improvemicrostructure consistencyVSAvoidmanufacturing time
Core Design Contradiction:
Stability of the object's compositionVSLoss of time

Solution Approach 1:

The system maintains continuous manufacturing operation while implementing real-time parameter adjustments. The adaptive control operates seamlessly during the manufacturing process without interrupting the build, allowing the energy beam to continuously deposit material while dynamically optimizing parameters for microstructure consistency. This eliminates idle time and ensures that the useful action of manufacturing continues uninterrupted despite the added control complexity.

Inventive Principle:
Principle #20Continuity of useful action

Solution Approach 2:

The system changes energy beam parameters (power, scanning speed, hatching patterns) dynamically during manufacturing based on real-time thermal conditions. These parameter adjustments are made efficiently without stopping the manufacturing process, allowing the system to adapt to varying thermal states and maintain microstructure consistency while minimizing the time penalty through automated real-time optimization rather than manual intervention or process interruptions.

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 enhances the quality and consistency of additively manufactured components by allowing precise control of microstructure, reducing defects, and enabling the production of components with predetermined properties across multiple portions, thereby improving manufacturing efficiency and product performance.

Implementation Method 1

An energy beam generated by the energy source is directed to melt the powder material on the build plate

Methodology Applied
Scientific EffectLaser heating: Laser

Implementation Method 2

As the melt pool cools, the material contained in the melt pool solidifies and develops a microstructure

Methodology Applied
Scientific EffectSolidification: Freezing

Data Source

PatentUS10821512B2Systems and methods for controlling microstructure of additively manufactured components
Publication Date: 2020.11.03 GENERAL ELECTRIC CO
  • US10821512B2 patent drawing
  • US10821512B2 patent drawing
  • US10821512B2 patent drawing

AI summary

An additive manufacturing system includes a powder bed and at least one energy source configured to produce at least one energy beam for forming a build layer of a component from the powder bed. The additive manufacturing system further includes a computing device coupled to the at least one energy source. The computing device includes a processor and a memory device. The memory device includes instructions configured to cause the computing device to execute a manufacturing plan for manufacturing the component, receive component thermal data corresponding to at least a portion of the component during manufacturing of the component, and control the at least one energy beam in response to receiving the component thermal data to produce a predetermined microstructure within the portion of the component.