OOIR: Observatory of International Research

Papers

(The TQCC of Integrating Materials and Manufacturing Innovation is 7. 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 2021-05-01 to 2025-05-01.)

Article	Citations
Parameters, Properties, and Process: Conditional Neural Generation of Realistic SEM Imagery Toward ML-Assisted Advanced Manufacturing	48
VAMPYR: A MATLAB-Based Toolset Leveraging MTEX for Automating VPSC	33
Multi-physics Approach to Predict Fatigue Behavior of High Strength Aluminum Alloy Repaired via Additive Friction Stir Deposition	31
PRISMS-Indentation: Multi-scale Elasto-Plastic Virtual Indentation Module	29
Computational Alloy Design for Process-Related Uncertainties in Powder Metallurgy	26
An Open Combinatorial Diffraction Dataset Including Consensus Human and Machine Learning Labels with Quantified Uncertainty for Training New Machine Learning Models	21
A Common Data Dictionary and Common Data Model for Additive Manufacturing	19
Natural Language Processing-Driven Microscopy Ontology Development	18
MAUD Rietveld Refinement Software for Neutron Diffraction Texture Studies of Single- and Dual-Phase Materials	18
Generative Adversarial Networks and Mixture Density Networks-Based Inverse Modeling for Microstructural Materials Design	18
Effects of Boundary Conditions on Microstructure-Sensitive Fatigue Crystal Plasticity Analysis	17
Enhancing Reproducibility in Precipitate Analysis: A FAIR Approach with Automated Dark-Field Transmission Electron Microscope Image Processing	16
New Paradigms in Model Based Materials Definitions for Titanium Alloys in Aerospace Applications	16
Cross-Sectional Melt Pool Geometry of Laser Scanned Tracks and Pads on Nickel Alloy 718 for the 2022 Additive Manufacturing Benchmark Challenges	15
Microstructure Characterization and Reconstruction in Python: MCRpy	15
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
Microscale Structure to Property Prediction for Additively Manufactured IN625 through Advanced Material Model Parameter Identification	14
Blockchain-Based Security Access Control System for Sharing Squeeze Casting Process Database	14
High-Throughput Microstructural Characterization and Process Correlation Using Automated Electron Backscatter Diffraction	13
Data-Driven Surrogate Modeling with Microstructure-Sensitivity of Viscoplastic Creep in Grade 91 Steel	13
3D Grain Shape Generation in Polycrystals Using Generative Adversarial Networks	12
AM Bench 2022 Macroscale Tensile Challenge at Different Orientations (CHAL-AMB2022-04-MaTTO) and Summary of Predictions	12
Reverse AFM Height Map Search: Content-Based Topography Retrieval via Self-Supervised Deep Learning	11
3D Minimum Channel Width Distribution in a Ni-Base Superalloy	11
Phase Composition and Phase Transformation of Additively Manufactured Nickel Alloy 718 AM Bench Artifacts	11

Location-Specific Microstructure Characterization Within AM Bench 2022 Laser Tracks on Bare Nickel Alloy 718 Plates	11
Application of a Chained-ANN for Learning the Process–Structure Mapping in Mg2SixSn1−x Spinodal Decomposition	10
Crystal Elasticity Simulations of Polycrystalline Material Using Rank-One Approximation	10
Toward a Physical Basis for a Predictive Finite Element Thermal Model of the LENS™ Process Leveraging Dual-Wavelength Pyrometer Datasets	10
On the Fidelity of the Scaling Laws for Melt Pool Depth Analysis During Laser Powder Bed Fusion	9
Consistent Quantification of Precipitate Shapes and Sizes in Two and Three Dimensions Using Central Moments	9
Automated Grain Boundary (GB) Segmentation and Microstructural Analysis in 347H Stainless Steel Using Deep Learning and Multimodal Microscopy	9
Image Processing Pipeline for Fluoroelastomer Crystallite Detection in Atomic Force Microscopy Images	9
Temperature-Dependent Material Property Databases for Marine Steels—Part 5: HY-80	8
A Novel Methodology for the Thermographic Cooling Rate Measurement during Powder Bed Fusion of Metals Using a Laser Beam	8
Quantitative Benchmarking of Acoustic Emission Machine Learning Frameworks for Damage Mechanism Identification	8
Benchmark Study of Melted Track Geometries in Laser Powder Bed Fusion of Inconel 625	8
Prediction of Glass Forming Ability of Bulk Metallic Glasses Using Machine Learning	8
AFRL Additive Manufacturing Modeling Series: Challenge 4, 3D Reconstruction of an IN625 High-Energy Diffraction Microscopy Sample Using Multi-modal Serial Sectioning	8
Restoration of Noisy Orientation Maps from Electron Backscatter Diffraction Imaging	8
Imputation Method Based on Collaborative Filtering and Clustering for the Missing Data of the Squeeze Casting Process Parameters	7
Interpretable Machine Learning for Texture-Dependent Constitutive Models with Automatic Code Generation for Topological Optimization	7
Framework for the Generation of 3D Fiber Composite Structures from 2D Observations	7
Community-Scale Problem-Solving: Reflections on a Decade of Infrastructure Development in the MGI	7
Equivariant Neural Networks for Controlling Dynamic Spatial Light Modulators	7
Location-Specific Microstructure Characterization Within AM Bench 2022 Nickel Alloy 718 3D Builds	7
On the Prediction of Uniaxial Tensile Behavior Beyond the Yield Point of Wrought and Additively Manufactured Ti-6Al-4V	7
Temperature-Dependent Material Property Databases for Marine Steels—Part 3: HSLA-80	7
A Case Study of Beta-Variational Auto-encoders, Disentanglement Impacts of Input Distribution and Beta-Variation Based Upon a Computational Multi-modal Particle Packing Simulation	7
Automatic Determination of the Weak-Beam Condition in Dark Field X-ray Microscopy	7