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Meeting 2023 TMS Annual Meeting & Exhibition
Symposium Additive Manufacturing: Beyond on the Beam IV
Presentation Title Teaching Printers How to Print: From G-Code to Integrating AI and Cloud Computing into Additive Manufacture
Author(s) James Hardin, Erick Braham, Jennifer Ruddock, Nicholas Arn
On-Site Speaker (Planned) James Hardin
Abstract Scope Ideally, automation and artificial intelligence code developed by research labs will flow seamlessly into applications around the country. In practice, poor documentation, implementation challenges, and intellectual property issues significantly slow or stop technology transition. We are using direct-ink write (DIW) AM as a prototypical high-mix low-volume manufacturing process for exploring various tools to accelerate digital technology adoption. This presentation will show our progress from traditional G-Code automation for automation to a cloud-edge architecture with containerized modular microservices. We will also demonstrate how these tools can be easily adapted to add value to research environments. Additionally, this progress represents a step toward interoperability in automation, data, and models and, consequently, bringing digital engineering tools to data-starved high-mix low-volume manufacturing.
Proceedings Inclusion? Planned:
Keywords Machine Learning, Polymers,

OTHER PAPERS PLANNED FOR THIS SYMPOSIUM

A-41: Redeposition and Grain Refinement of AA6061 Produced Using Additive Friction Stir Deposition
A High-throughput Process for Mechanical Characterization of Ceramic Materials Produced by Direct Ink Writing
A New Approach to the Manufacturing of Metallic Lattice Parts by Combining Polymer Additive Manufacturing and Electroplating
Additive Friction Stir Deposition of IN625-316L Bimetal
Capturing the Thermo-mechanical History of Additive Friction Stir Deposited Al6061 Using a Three-dimensional CFD Based Numerical Model
Characterization of an Additively-manufacturable Ammonium Perchlorate Composite Rocket Propellant
Effect of Additive Friction Stir Deposition Tool Geometry on Material Mixing and Microstructure Gradient of Al Alloys
Electroplating Powder for Cold Spray Applications
Engineering Powder Characteristics of WC-Co for Binderjet Processing
Evolution of Precipitate Structure in AA7050 Produced by Additive Friction Stir Deposition
Friction Stir Additive Manufacturing of Al-5083
Liquid Metal Jetting Based Additive Manufacturing of Cu-Al-Fe Bronze Alloy
Optimization of Mechanical Performance of Cold Sprayed Niobium
Physical Trends Unraveled by Integrated In Situ Monitoring in Additive Friction Stir Deposition-Enabled Repair
Quantification of Defects in Binder-jet Printed Steel Parts Using Confocal Imaging and Machine Learning
Recycled Ti-6Al-4V Powder Processed by Fusion Deposition Modelling (FDM)
Shape and Microstructural Characterization of Commercially Pure Titanium Feedstock Powders for Cold Spray Additive Manufacturing
Solid State Additive Manufacturing of Magnesium via Friction Stir Deposition
Solid State Additive Manufacturing of Oxide Dispersion Strengthened FeCrAl Alloy through Metal Extrusion Method
Teaching Printers How to Print: From G-Code to Integrating AI and Cloud Computing into Additive Manufacture
Through-Process Experimental Approach for Optimization of Powder Feedstock for Cold Spray Additive Manufacturing

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