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◆ Additive manufacturing2026-04-01· Materials science

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

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

原始摘要(英文原文)· Original abstract
Wire Arc Additive Manufacturing (WAAM) of 316 L stainless steel enables monolithic T-joint walls but also induces distortion, spatial hardness variations, and banded residual stress 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 distortion, 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 σ xx , σ yy , and σ zz match neutron data along multiple lines within 20–50 MPa. 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 J 2 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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Open-source thermo-mechanical modelling of WAAM 316 L stainless steel T-joints: Validation of hardness, distortion and residual stress — 科研速览 Science Skim