Open-source thermo-mechanical modelling of WAAM 316 L stainless steel T-joints: Validation of hardness, distortion and residual stress

Wire Arc Additive Manufacturing (WAAM) of 316L stainless steel enables monolithic T-joint walls but also induces distortion, spatial hardness variations, and banded residual-stress (RS) fields. We combine the contour method, neutron diffraction, and microhardness mapping with full-coupled thermo-mechanical finite-element simulations in an open-source framework (MOOSE). A model-validation process is developed that leverages a 33-layer thick wall (contour method) and a 3-layer thin wall (neutron diffraction and hardness) to cross-validate full-field predictions across thickness scales. After calibration to embedded thermocouples, the model reproduces peak temperatures, plate bending, and wall curvature. Mechanistically, we identify substrate restraint, cumulative plastic shakedown at mid-height, and top-surface relaxation as the drivers of the canonical tensile-compressive-tensile (T-C-T) topology in tall WAAM walls. For the 3-layer wall, predicted <i>σ<sub>xx</sub>, σ<sub>yy</sub>, and σ<sub>zz</sub></i><sub> </sub> match neutron data along multiple lines within 20-50MPa. A strain-based hardness surrogate recovers the measured trends between base plate, wall core, edges, and the top layers. In the 33-layer wall, the simulations capture the T-C-T shape; sensitivity analyses indicate that incorporating kinematic/combined hardening is necessary to deepen the mid-wall compression in line with measurements, while isotropic<i> J<sub>2 </sub></i> plasticity already provides robust trend fidelity and cross-code consistency. Strong-scaling tests to 120 cores show that the open-source workflow is computationally efficient for parametric studies. The validated dual-thickness benchmarks and open-source pipeline provide a transferable basis for microstructure-aware constitutive upgrades that link WAAM process parameters to residual stresses, distortion, and hardness in T-joint geometries.

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Publication Details

Journal
Additive manufacturing
Published
2026-04-01
DOI
https://doi.org/10.1016/j.addma.2026.105195
Primary Topic
Welding Techniques and Residual Stresses
Type
article
Field-Weighted Citation Impact
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article

Open-source thermo-mechanical modelling of WAAM 316 L stainless steel T-joints: Validation of hardness, distortion and residual stress

Joseph Polden, Anna Maria Paradowska, Nicolò Grilli, Kim J.R. Rasmussen et al.
Additive manufacturing
Welding Techniques and Residual Stresses
article

Open-source thermo-mechanical modelling of WAAM 316 L stainless steel T-joints: Validation of hardness, distortion and residual stress

Joseph Polden, Anna Maria Paradowska, Nicolò Grilli, Kim J.R. Rasmussen, Mark Reid, Fernando Valiente Dies, Markus Domogala
article en

Abstract

Wire Arc Additive Manufacturing (WAAM) of 316L stainless steel enables monolithic T-joint walls but also induces distortion, spatial hardness variations, and banded residual-stress (RS) fields. We combine the contour method, neutron diffraction, and microhardness mapping with full-coupled thermo-mechanical finite-element simulations in an open-source framework (MOOSE). A model-validation process is developed that leverages a 33-layer thick wall (contour method) and a 3-layer thin wall (neutron diffraction and hardness) to cross-validate full-field predictions across thickness scales. After calibration to embedded thermocouples, the model reproduces peak temperatures, plate bending, and wall curvature. Mechanistically, we identify substrate restraint, cumulative plastic shakedown at mid-height, and top-surface relaxation as the drivers of the canonical tensile-compressive-tensile (T-C-T) topology in tall WAAM walls. For the 3-layer wall, predicted <i>σ<sub>xx</sub>, σ<sub>yy</sub>, and σ<sub>zz</sub></i><sub> </sub> match neutron data along multiple lines within 20-50MPa. A strain-based hardness surrogate recovers the measured trends between base plate, wall core, edges, and the top layers. In the 33-layer wall, the simulations capture the T-C-T shape; sensitivity analyses indicate that incorporating kinematic/combined hardening is necessary to deepen the mid-wall compression in line with measurements, while isotropic<i> J<sub>2 </sub></i> plasticity already provides robust trend fidelity and cross-code consistency. Strong-scaling tests to 120 cores show that the open-source workflow is computationally efficient for parametric studies. The validated dual-thickness benchmarks and open-source pipeline provide a transferable basis for microstructure-aware constitutive upgrades that link WAAM process parameters to residual stresses, distortion, and hardness in T-joint geometries.

Additive manufacturingVol. 122
Australian Nuclear Science and Technology Organisation, Australian Research Council
Openalex Percentile: Top 25%
Welding Techniques and Residual Stresses
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