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About this Abstract
Meeting 2027 TMS Annual Meeting & Exhibition
Symposium Verification, Calibration, and Validation Approaches for Mechanical Modeling of Metals
Presentation Title UQ- informed ICME framework for multi-scale modeling to accelerate qualification of AM materials
Author(s) Gary Whelan, Rupesh Mahendran, Orion Kafka, Chris Hareland, Colin Stewart
On-Site Speaker (Planned) Gary Whelan
Abstract Scope ICME offers a potential paradigm shift in the approach to qualification and certification of structural metals. This is particularly important for additive manufacturing where traditional qualification approaches create a bottleneck which drastically hinders the potential impact. However, verification, validation, calibration, and uncertainty quantification are key considerations when applying ICME to solve real materials engineering problems. In this presentation we will discuss a framework QuesTek has developed in the ICMDŽ Software Platform to link component scale processing with microscale process-structure-property models to predict component scale fatigue performance of AM nickel-superalloys. Each model is verified, calibrated, and validated before uncertainty is propagated through the framework to enable prediction of minimum properties at the component scale for qualification and certification. Finally, combining the ICME-based predictions with limited experimental data using the Accelerated Insertion of Materials (AIM) methodology provides a pathway toward accurate minimum property predictions with significantly reduced time and cost.
Proceedings Inclusion? Planned:
Keywords Additive Manufacturing, ICME, Copper / Nickel / Cobalt

OTHER PAPERS PLANNED FOR THIS SYMPOSIUM

A probabilistic framework for irreversible kinetics: unifying forward evolution, inverse inference, and uncertainty quantification
A Stochastic Approach to Uncertainty in Fracture Toughness in Phase-Field Fracture Modelling
Advanced Methods for Material Model Calibration
An Experimentally Informed Strain Gradient Crystal Plasticity Approach with Consistent Parameters Across As-built and Heat-Treated IN625
Atomistic Screening and Experimental Assessment of Minor Alloying Effects in Cu–Al–Mn-Based Shape Memory Alloys
Calibration and Validation of Locally-Informed Microstructure-Based Lifing Models of Additively Manufactured Inconel 718
Characterizing Impact Response of Alloys through Ensemble-Based Data Assimilation
Comparative Validation of FLAG Hydrocode Modeling Decisions for Copper-Target Gas-Gun Impact Tests
Comparison of Crystal Plasticity Predictions with Multimodal X-ray Characterization of Deformed Aluminium in the Necking Regime
Corrected high speed nanoindentation mapping properties using mechanical-crystallograpic latent space
Cracking induced by dislocation pileups against grain boundaries
Finite element modeling of extreme strain rate impact indentation
From Process to Properties in Robotic Open-Die Forging
Geometric Fidelity Requirements for Effective Notch Stress Modeling of Corroded Welded Joints: A Verification and Validation Study
Incorporating microstructurally small crack growth into a total life prediction framework
Integrated Bias Calibration Leveraging Orthogonality and Shrinkage for Decoupled Uncertainty Quantification  
Inverse Identification of Johnson-Cook Parameters from Dynamic Simulations and Nelder-Mead Simplex Method
Learning From Calibration: Bayesian Inference and Automated Workflows for Material Models
Modeling BCC Vanadium Tension-Compression Asymmetry With A Non-Schmid HEDM-Informed Crystal Plasticity Model
Modeling the Deformation Behavior in Additively Manufactured 718 with Explicit Intragranular γ - γ' - γ'' Delineation
Multi-fidelity Gaussian process-based calibration of cyclic nitinol crystal plasticity simulations
Multimodal Techniques to Enhance 316L Lifetime Prediction in Low-Temperature Creep Conditions
Multiscale Bayesian Calibration of a Crystal Plasticity Model Using HEDM Measurements
On the Benefits of New Analytical Identification Procedures for Orthotropic Yield Criteria with Applications to Aluminum Alloys
Parameter Exploration and Validation of a Phase Transformation Plasticity Coupled Shape Memory Alloy Material Model
Predicting Thermal Creep Deformation in Metals via a Strain Gradient Crystal Plasticity Finite Element Model including Diffusion-Assisted Dislocation Climb and Grain Boundary Sliding
Principles, Mechanisms, Predictors: What It Takes to Trust a Structure–Property Model
Probabilistic Surrogate Modeling of Thermal Creep in 316H Stainless Steel Under Microstructural Uncertainty
Qualification and Applicability of Fatigue Models for Aeroengine Components
Quantification of crystal plasticity model uncertainty in the prediction of Ti-7Al mechanical properties
Quantifying the Effects of Missing Grains and Stitching in ff-HEDM Measurements Using Crystal Plasticity and Machine Learning
Quantifying the Relative Roles of Defects and Microstructure in Deformation of Additively Manufactured Metals
Quantitative approaches to incorporating in situ and postmortem stress fields from HR-EBSD into material models
Serial Sectioning for Ground Truth Validation of Tomographic X-ray Characterization of Grain and Pore Microstructures
Substructure-Sensitive Crystal Plasticity Modelling: Bridging FCC and BCC Mesoscale responses
Toward quantification of risk of adoption of metal additive manufacturing
UQ- informed ICME framework for multi-scale modeling to accelerate qualification of AM materials
Use of Full-Field 2D Deformation Maps for Model Parameterization and Associated Uncertainties
Validating Full Field Crystal Plasticity Simulations
Validation of a multiscale ductile damage model for the dynamic fragmentation of additively manufactured porous metal rings
Verification of FFT-Based Solvers for Computational Mechanics
V&V efforts in Damage Tolerance Modeling
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