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Meeting 2026 TMS Annual Meeting & Exhibition
Symposium In-Situ Monitoring and Control of Solidification & Deformation Processes in Metal Additive Manufacturing
Presentation Title Predicting Deposition Height and Properties in Directed Energy Deposition
Author(s) William Kunkel, Dan J. Thoma
On-Site Speaker (Planned) William Kunkel
Abstract Scope A predictive framework will be presented for controlling build rates and mechanical properties in directed energy deposition. 316L stainless steel is used as a model material. A dimensionless number that uses processing conditions and thermophysical properties predicts both powder capture efficiency and deposition height. To control performance, the deposition height and properties are linked. Processing parameters can control deposition height (0.3 to 1.1 mm), cooling rate (2×10<sup>3</sup> to 5×10<sup>2</sup> K/s), and hardness (160 to 219 HV). Systematic variation in the process parameters, with in situ monitoring, permits processing-structure-property relationships. Additionally, samples were fabricated with in situ deposition height changes, resulting in composite layers of differing hardness values. This framework establishes an a priori method between deposition height, cooling rate, and properties that can be adjusted in situ to achieve site-specific properties in a component. To evaluate the effectiveness and transferability of the strategy, the methodology is extended to C103.
Proceedings Inclusion? Planned:
Keywords Additive Manufacturing, Mechanical Properties,

OTHER PAPERS PLANNED FOR THIS SYMPOSIUM

'Simulation Twins' - Sensing and Control of Unseen Quantities Through Real-Time Assimilation of Imaging to FEA
Accelerating Directed Energy Deposition (DED) Adoption Through In-Situ Data Collection and Closed-Loop Processing Control
Alloy Design and Microstructure-Property Relationships for Non-Equiatomic Ti-Zr-Nb-Ta-V-Cr Alloys With Tensile Ductility Made by Laser Powder Bed Fusion
Closed-Loop Multimodal Standoff Height Control in Directed Energy Deposition
Effects of Forging on Microstructural and Mechanical Properties of AISI 316LSi Fabricated via Wire Arc Additive Manufacturing (WAAM)
Enabling Low-Latency Synchrotron XRD Analysis for Real-Time Insights Into Driven Microstructural Evolution
F-56: Directed Energy Deposition of a Medium Manganese Steel: Influence of Processing Parameters on Microstructure and Mechanical Properties
F-57: Dynamics of Intermetallic Phase Formation During Additive Manufacturing of Functionally Graded Aluminium-Titanium
F-58: Microstructural Origins of Tensile Anisotropy and Deformation Behaviour in Additively Manufactured SS201 Stainless Steel
Heat and Beat: New Strategies for Dislocation Density Control in Steels During Laser Powder Bed Fusion
High-Throughput In-Situ Ultrasonic Monitoring of Melt Pool Dynamics and Phase Transformations in Laser Additive Manufacturing
High-Throughput Process–Structure–Property Mapping in LPBF of 316L via In Situ Monitoring and Automated Characterization
In-Situ Monitoring and Closed-Loop Control of Stainless Steel 316L Direct Energy Deposition via Plasma Plume Dynamics
Infrared Imaging and Multiphysics Modeling for Prediction of Solidification Dynamics During Selective Laser Melting
Machine Learning Guided Exploration of Process-Structure-Property Relationships in Metal Additive Manufacturing
Predicting Deposition Height and Properties in Directed Energy Deposition
Processing-Microstructure-Mechanical Behavior Relationships in Ferrous Alloys via Mixed Powder Laser Powder Bed Fusion
Revealing Optimal Melting Regimes for Defect Lean Thin-Walled Aluminium Laser Powder Bed Fusion Builds
Size Effects in Mechanical Properties of LPBF SS316L
Sub-Surface Temperature Evolution Mapping During Laser Powder Bed Fusion via In-Situ XRD
Tailoring Microstructure and Mechanical Properties During Additive Manufacturing of Ti-6Al-4V via In-Process Laser Heat Treatments
Tailoring Phase Transformation and Residual Stress in Wire-DED via Thermal Sensing and Multiphysics Modeling
Tracking Phase Evolution in Additive Manufacturing of Steels via Operando X-Ray Diffraction
Understanding Microstructure Evolution During Processing in Additively Manufactured Functionally Graded Materials

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