OOIR: Observatory of International Research

Papers

(The median citation count of Integrating Materials and Manufacturing Innovation is 2. The table below lists those papers that are above that threshold based on CrossRef citation counts [max. 250 papers]. The publications cover those that have been published in the past four years, i.e., from 2020-11-01 to 2024-11-01.)

Article	Citations
Unsupervised Machine Learning Via Transfer Learning and k-Means Clustering to Classify Materials Image Data	45
MAUD Rietveld Refinement Software for Neutron Diffraction Texture Studies of Single- and Dual-Phase Materials	37
Effect of Particle Spreading Dynamics on Powder Bed Quality in Metal Additive Manufacturing	31
Effects of Boundary Conditions on Microstructure-Sensitive Fatigue Crystal Plasticity Analysis	27
AFRL Additive Manufacturing Modeling Series: Challenge 4, 3D Reconstruction of an IN625 High-Energy Diffraction Microscopy Sample Using Multi-modal Serial Sectioning	24
Numerical Evaluation of Advanced Laser Control Strategies Influence on Residual Stresses for Laser Powder Bed Fusion Systems	23
An Active Learning Approach for the Design of Doped LLZO Ceramic Garnets for Battery Applications	21
Microstructure Characterization and Reconstruction in Python: MCRpy	21
Estimation of Local Strain Fields in Two-Phase Elastic Composite Materials Using UNet-Based Deep Learning	18
Crystal Plasticity Finite Element Modeling of Extension Twinning in WE43 Mg Alloys: Calibration and Validation	16
Model-Based Feature Information Network (MFIN): A Digital Twin Framework to Integrate Location-Specific Material Behavior Within Component Design, Manufacturing, and Performance Analysis	16
A Harmony Search-Based Wrapper-Filter Feature Selection Approach for Microstructural Image Classification	16
The AFRL Additive Manufacturing Modeling Challenge: Predicting Micromechanical Fields in AM IN625 Using an FFT-Based Method with Direct Input from a 3D Microstructural Image	15
A Probabilistic Fatigue Framework to Enable Location-Specific Lifing for Critical Thermo-mechanical Engineering Applications	14
A Novel Methodology for the Thermographic Cooling Rate Measurement during Powder Bed Fusion of Metals Using a Laser Beam	14
AFRL Additive Manufacturing Modeling Series: Challenge 4, In Situ Mechanical Test of an IN625 Sample with Concurrent High-Energy Diffraction Microscopy Characterization	14
Additive Manufacturing Melt Pool Prediction and Classification via Multifidelity Gaussian Process Surrogates	13
Benchmark Study of Melted Track Geometries in Laser Powder Bed Fusion of Inconel 625	11
Physics-Informed Machine Learning and Uncertainty Quantification for Mechanics of Heterogeneous Materials	11
Random Generation of Lattice Structures with Short-Range Order	11
Mechanical Responses of Primary-α Ti Grains in Polycrystalline Samples: Part II—Bayesian Estimation of Crystal-Level Elastic-Plastic Mechanical Properties from Spherical Indentation Measurements	10
Microstructure Image Classification: A Classifier Combination Approach Using Fuzzy Integral Measure	10
Microscale Structure to Property Prediction for Additively Manufactured IN625 through Advanced Material Model Parameter Identification	10
AFRL Additive Manufacturing Modeling Challenge Series: Overview	10
A Computer Vision Approach to Evaluate Powder Flowability for Metal Additive Manufacturing	10

Advanced Acquisition Strategies for Lab-Based Diffraction Contrast Tomography	10
ITKMontage: A Software Module for Image Stitching	9
Mechanical Metrics of Virtual Polycrystals (MechMet)	9
Interpretable Machine Learning for Texture-Dependent Constitutive Models with Automatic Code Generation for Topological Optimization	9
Computer Vision Approaches for Segmentation of Nanoscale Precipitates in Nickel-Based Superalloy IN718	9
3D Grain Shape Generation in Polycrystals Using Generative Adversarial Networks	9
Automated and Refined Application of Convolutional Neural Network Modeling to Metallic Powder Particle Satellite Detection	9
On the Fidelity of the Scaling Laws for Melt Pool Depth Analysis During Laser Powder Bed Fusion	9
The Simulation of Post-Heat Treatment in Selective Laser Melting Additive Manufacturing	9
A Comparison of Statistically Equivalent and Realistic Microstructural Representative Volume Elements for Crystal Plasticity Models	8
AFRL Additive Manufacturing Modeling Series: Challenge 2, Microscale Process-to-Structure Data Description	8
Digital Protocols for Statistical Quantification of Microstructures From Microscopy Images of Polycrystalline Nickel-Based Superalloys	8
Temperature-Dependent Material Property Databases for Marine Steels—Part 2: HSLA-65	8
Compound Knowledge Graph-Enabled AI Assistant for Accelerated Materials Discovery	8
Prediction of Glass Forming Ability of Bulk Metallic Glasses Using Machine Learning	8
Ontopanel: A Tool for Domain Experts Facilitating Visual Ontology Development and Mapping for FAIR Data Sharing in Materials Testing	8
Generative Adversarial Networks and Mixture Density Networks-Based Inverse Modeling for Microstructural Materials Design	8
A Numerical Approach to Model Microstructure Evolution for NiTi Shape Memory Alloy in Laser Powder Bed Fusion Additive Manufacturing	7
An Open Combinatorial Diffraction Dataset Including Consensus Human and Machine Learning Labels with Quantified Uncertainty for Training New Machine Learning Models	7
Bi-directional Scan Pattern Effects on Residual Stresses and Distortion in As-built Nitinol Parts: A Trend Analysis Simulation Study	7
A Comparative Study of Layer Heating and Continuous Heating Methods on Prediction Accuracy of Residual Stresses in Selective Laser Melted Tube Samples	7
Comparative Assessment of Physics-Based Computational Models on the NIST Benchmark Study of Molten Pool Dimensions and Microstructure for Selective Laser Melting of Inconel 625	7
CrabNet for Explainable Deep Learning in Materials Science: Bridging the Gap Between Academia and Industry	6
Data-Driven Multi-Scale Modeling and Optimization for Elastic Properties of Cubic Microstructures	6
Machine Learning-Enabled Uncertainty Quantification for Modeling Structure–Property Linkages for Fatigue Critical Engineering Alloys Using an ICME Workflow	6
XtalMesh Toolkit: High-Fidelity Mesh Generation of Polycrystals	6
Data Mining and Visualization of High-Dimensional ICME Data for Additive Manufacturing	6
A Machine Learning Strategy for Race-Tracking Detection During Manufacturing of Composites by Liquid Moulding	6
Optimizing Fractional Compositions to Achieve Extraordinary Properties	6
PRISMS-Plasticity TM: An Open-Source Rapid Texture Evolution Analysis Pipeline	6
Discrepancy Between Crystal Plasticity Simulations and Far-Field High-Energy X-ray Diffraction Microscopy Measurements	6
Quantitative Benchmarking of Acoustic Emission Machine Learning Frameworks for Damage Mechanism Identification	5
Toward a Physical Basis for a Predictive Finite Element Thermal Model of the LENS™ Process Leveraging Dual-Wavelength Pyrometer Datasets	5
Macroscale Property Prediction for Additively Manufactured IN625 from Microstructure Through Advanced Homogenization	5
Temperature-Dependent Material Property Databases for Marine Steels—Part 3: HSLA-80	5
Image Segmentation for Defect Analysis in Laser Powder Bed Fusion: Deep Data Mining of X-Ray Photography from Recent Literature	5
Temperature-Dependent Material Property Databases for Marine Steels—Part 4: HSLA-100	5
Data-Driven Modeling of Mechanical Properties for 17-4 PH Stainless Steel Built by Additive Manufacturing	5
Time-Resolved Geometric Feature Tracking Elucidates Laser-Induced Keyhole Dynamics	5
Intrinsic Dimensionality of Microstructure Data	5
The BAREFOOT Optimization Framework	5
Reduced-Order Damage Assessment Model for Dual-Phase Steels	4
Location-Specific Microstructure Characterization Within AM Bench 2022 Laser Tracks on Bare Nickel Alloy 718 Plates	4
Mechanical Responses of Primary-α Ti Grains in Polycrystalline Samples: Part I—Measurements of Spherical Indentation Stress–Strain Curves	4
3D Non-Destructive Characterization of Electrical Steels for Quantitative Texture Analysis with Lab-Based X-ray Diffraction Contrast Tomography	4
A Data-Driven Framework to Select a Cost-Efficient Subset of Parameters to Qualify Sourced Materials	4
Imputation Method Based on Collaborative Filtering and Clustering for the Missing Data of the Squeeze Casting Process Parameters	4
Image Processing Pipeline for Fluoroelastomer Crystallite Detection in Atomic Force Microscopy Images	4
Workflow for Robotic Point-of-Care Manufacturing of Personalized Maxillofacial Graft Fixation Hardware	4
Material Property Prediction Using Graphs Based on Generically Complete Isometry Invariants	4

On the Prediction of Uniaxial Tensile Behavior Beyond the Yield Point of Wrought and Additively Manufactured Ti-6Al-4V	4
Sputter-Deposited Mo Thin Films: Multimodal Characterization of Structure, Surface Morphology, Density, Residual Stress, Electrical Resistivity, and Mechanical Response	3
Accurate Effective Stress Measures: Predicting Creep Life for 3D Stresses Using 2D and 1D Creep Rupture Simulations and Data	3
Phase Identification in Synchrotron X-ray Diffraction Patterns of Ti–6Al–4V Using Computer Vision and Deep Learning	3
A Framework for the Optimal Selection of High-Throughput Data Collection Workflows by Autonomous Experimentation Systems	3
Integrated Computational Design of Three-Phase Mo–Si–B Alloy Turbine Blade for High-Temperature Aerospace Applications	3
A Comparative Study of Clustering Methods for Nanoindentation Mapping Data	3
Coupled Process Modeling of Flow and Transport Phenomena in LCM Processing	3
A Bayesian Approach to the Eagar–Tsai Model for Melt Pool Geometry Prediction with Implications in Additive Manufacturing of Metals	3
Sequential Machine Learning Applications of Particle Packing with Large Size Variations	3
Phase Composition and Phase Transformation of Additively Manufactured Nickel Alloy 718 AM Bench Artifacts	3
Evolution of Model-Based Materials Definitions	2
A Workflow for Accelerating Multimodal Data Collection for Electrodeposited Films	2
A General Materials Data Science Framework for Quantitative 2D Analysis of Particle Growth from Image Sequences	2
Numerical and Experimental Characterization of Melt Pool in Laser Powder Bed Fusion of SS316l	2
An Integrated Multiscale Model to Study the Marangoni Effect on Molten Pool and Microstructure Evolution	2
Design Strategy for Additive Manufacturing Ti-Al-Fe Alloys with Calculation of Phase Diagram Method	2
Uncertainty Quantification Framework for Predicting Material Response with Large Number of Parameters: Application to Creep Prediction in Ferritic-Martensitic Steels Using Combined Crystal Plasticity	2
Ability to Simulate Absorption and Melt Pool Dynamics for Laser Melting of Bare Aluminum Plate: Results and Insights from the 2022 Asynchronous AM-Bench Challenge	2
Part Deflection Measurements of AM‑Bench IN718 3D Build Artifacts	2
Design and Optimization of Manufacturing Process of Polymer Composites Through Multiscale Cure Analysis and NSGA-II	2
Consistent Quantification of Precipitate Shapes and Sizes in Two and Three Dimensions Using Central Moments	2
Application of a Chained-ANN for Learning the Process–Structure Mapping in Mg2SixSn1−x Spinodal Decomposition	2
Integrated Computational Materials Engineering to Predict Dimensions for Steady-State and Transient Melt-Pool Formation in the Selective Laser Melting of Inconel 625	2
The Effect of Geometry on Local Processing State in Additively Manufactured Ti-6Al-4V Lattices	2
Multi-fidelity Modeling for Uncertainty Quantification in Laser Powder Bed Fusion Additive Manufacturing	2
Modeling and Optimum Design of Carbon Nanotube/Polyvinyl Alcohol Hybrid Nanofibers as Electromagnetic Interference Shielding Material	2
A Common Data Dictionary and Common Data Model for Additive Manufacturing	2
Investigation of the Fatigue Life Scatter for AA7075-T6 Using Crystal Plasticity Finite Element Method in the High to Very High Cycle Fatigue Regime	2
Reconstructing Microstructures From Statistical Descriptors Using Neural Cellular Automata	2
A Methodology for the Rapid Qualification of Additively Manufactured Materials Based on Pore Defect Structures	2
A New Numerical-Homogenization Method to Predict the Effective Permittivity of Composite Materials	2
AFRL Additive Manufacturing Modeling Series: Challenge 1, Characterization of Residual Strain Distribution in Additively-Manufactured Metal Parts Using Energy-Dispersive Diffraction	2
CAROUSEL: An Open-Source Framework for High-Throughput Microstructure Simulations	2
AM Bench 2022 Macroscale Tensile Challenge at Different Orientations (CHAL-AMB2022-04-MaTTO) and Summary of Predictions	2
Informing Mechanical Model Development Using Lower-Dimensional Descriptions of Lattice Distortion	2
Cross-Sectional Melt Pool Geometry of Laser Scanned Tracks and Pads on Nickel Alloy 718 for the 2022 Additive Manufacturing Benchmark Challenges	2