OOIR: Observatory of International Research

Papers

(The median citation count of Integrating Materials and Manufacturing Innovation is 3. 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 2021-03-01 to 2025-03-01.)

Article	Citations
A Common Data Dictionary and Common Data Model for Additive Manufacturing	53
Rapid Grain Segmentation of Heat-treated and Annealed LPBF Haynes 282 Using an Unsupervised Learning-Based Computer Vision Approach	44
VAMPYR: A MATLAB-Based Toolset Leveraging MTEX for Automating VPSC	31
Correction: AM Bench 2022 Macroscale Tensile Challenge at Different Orientations (CHAL-AMB2022-04-MaTTO) and Summary of Predictions	28
Sputter-Deposited Mo Thin Films: Characterization of Grain Structure and Monte Carlo Simulations of Sputtered Atom Energies and Incidence Angles	28
Evolution of Model-Based Materials Definitions	25
Natural Language Processing-Driven Microscopy Ontology Development	20
An Open Combinatorial Diffraction Dataset Including Consensus Human and Machine Learning Labels with Quantified Uncertainty for Training New Machine Learning Models	19
Investigation of the Fatigue Life Scatter for AA7075-T6 Using Crystal Plasticity Finite Element Method in the High to Very High Cycle Fatigue Regime	16
Automated and Refined Application of Convolutional Neural Network Modeling to Metallic Powder Particle Satellite Detection	16
WATMUS: Wavelet Transformation-Induced Multi-time Scaling for Accelerating Fatigue Simulations at Multiple Spatial Scales	16
MAUD Rietveld Refinement Software for Neutron Diffraction Texture Studies of Single- and Dual-Phase Materials	16
A Machine Learning Strategy for Race-Tracking Detection During Manufacturing of Composites by Liquid Moulding	15
Statistical Estimation of Strain Using Spatial Correlation Functions	14
Predicting Melt Pool Dimensions for Wire-Feed Directed Energy Deposition Process	14
Computational Alloy Design for Process-Related Uncertainties in Powder Metallurgy	14
Generative Adversarial Networks and Mixture Density Networks-Based Inverse Modeling for Microstructural Materials Design	13
Compound Knowledge Graph-Enabled AI Assistant for Accelerated Materials Discovery	13
Additive Manufacturing Benchmark 2022 Subcontinuum Mesoscale Tensile Challenge (CHAL-AMB2022-04-MeTT) and Summary of Predictions	12
Restoration of Noisy Orientation Maps from Electron Backscatter Diffraction Imaging	11
PRISMS-Indentation: Multi-scale Elasto-Plastic Virtual Indentation Module	11
Parameters, Properties, and Process: Conditional Neural Generation of Realistic SEM Imagery Toward ML-Assisted Advanced Manufacturing	11
A Workflow for Accelerating Multimodal Data Collection for Electrodeposited Films	10
Reconstructing Microstructures From Statistical Descriptors Using Neural Cellular Automata	10
Outcomes and Conclusions from the 2022 AM Bench Measurements, Challenge Problems, Modeling Submissions, and Conference	10

Design and Optimization of Manufacturing Process of Polymer Composites Through Multiscale Cure Analysis and NSGA-II	10
L-PBF High-Throughput Data Pipeline Approach for Multi-modal Integration	10
Multi-physics Approach to Predict Fatigue Behavior of High Strength Aluminum Alloy Repaired via Additive Friction Stir Deposition	10
Heat Source Model Development for Thermal Analysis of Laser Powder Bed Fusion Using Bayesian Optimization and Machine Learning	9
Temperature-Dependent Material Property Databases for Marine Steels—Part 3: HSLA-80	9
Additive Manufacturing Melt Pool Prediction and Classification via Multifidelity Gaussian Process Surrogates	9
Community-Scale Problem-Solving: Reflections on a Decade of Infrastructure Development in the MGI	9
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	9
Coupled Thermal Solidification Process Simulation of Sapphire Growth	9
Automatic Determination of the Weak-Beam Condition in Dark Field X-ray Microscopy	9
Cross-Sectional Melt Pool Geometry of Laser Scanned Tracks and Pads on Nickel Alloy 718 for the 2022 Additive Manufacturing Benchmark Challenges	8
Phase Identification in Synchrotron X-ray Diffraction Patterns of Ti–6Al–4V Using Computer Vision and Deep Learning	8
Part Deflection Measurements of AM‑Bench IN718 3D Build Artifacts	8
Illustrating an Effective Workflow for Accelerated Materials Discovery	8
A Case Study of Multimodal, Multi-institutional Data Management for the Combinatorial Materials Science Community	8
Equivariant Neural Networks for Controlling Dynamic Spatial Light Modulators	7
Location-Specific Microstructure Characterization Within AM Bench 2022 Nickel Alloy 718 3D Builds	7
Framework for the Generation of 3D Fiber Composite Structures from 2D Observations	7
Annotating Materials Science Text: A Semi-automated Approach for Crafting Outputs with Gemini Pro	7
Enhancing Reproducibility in Precipitate Analysis: A FAIR Approach with Automated Dark-Field Transmission Electron Microscope Image Processing	7
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	7
Multi-objective Optimization-Oriented Generative Adversarial Design for Multi-principal Element Alloys	7
Imputation Method Based on Collaborative Filtering and Clustering for the Missing Data of the Squeeze Casting Process Parameters	6
Effects of Boundary Conditions on Microstructure-Sensitive Fatigue Crystal Plasticity Analysis	6
Material Property Prediction Using Graphs Based on Generically Complete Isometry Invariants	6
The BAREFOOT Optimization Framework	6
Mechanical Responses of Primary-α Ti Grains in Polycrystalline Samples: Part I—Measurements of Spherical Indentation Stress–Strain Curves	6
Deep Learning Methods for Microstructural Image Analysis: The State-of-the-Art and Future Perspectives	6
Interpretable Machine Learning for Texture-Dependent Constitutive Models with Automatic Code Generation for Topological Optimization	6
New Paradigms in Model Based Materials Definitions for Titanium Alloys in Aerospace Applications	6
Data-Driven Modeling of Mechanical Properties for 17-4 PH Stainless Steel Built by Additive Manufacturing	5
A Process-Structure-Property Simulation Framework for Quantifying Uncertainty in Additive Manufacturing: Application to Fatigue in Ti-6Al-4V	5
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	5
Coupled Process Modeling of Flow and Transport Phenomena in LCM Processing	5
On the Prediction of Uniaxial Tensile Behavior Beyond the Yield Point of Wrought and Additively Manufactured Ti-6Al-4V	5
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	5
Modeling and Optimum Design of Carbon Nanotube/Polyvinyl Alcohol Hybrid Nanofibers as Electromagnetic Interference Shielding Material	5
Microscale Structure to Property Prediction for Additively Manufactured IN625 through Advanced Material Model Parameter Identification	5
Correction: A Novel Additive Manufacturing Process Metric for Predicting Spatter-Related Porosity in Laser Powder Bed Fusion	5
Micromechanical Analysis of Mechanical Response for Unidirectional Fiber-Reinforced Plies	4
MICRO2D: A Large, Statistically Diverse, Heterogeneous Microstructure Dataset	4
Lifetime and Degradation Study of Poly(Methyl Methacrylate) via a Data-Driven Study Protocol Approach	4
Discrepancy Between Crystal Plasticity Simulations and Far-Field High-Energy X-ray Diffraction Microscopy Measurements	4
AFRL Additive Manufacturing Modeling Series: Challenge 2, Microscale Process-to-Structure Data Description	4
Random Generation of Lattice Structures with Short-Range Order	4
Automated Segmentation and Chord Length Distribution of Melt Pools in Complex 3D Printed Metal Artifacts	4
Study of TIG Weld Microstructure Formation in Inconel 718 Alloy Using ICME Approach	4
A Novel Additive Manufacturing Process Metric for Predicting Spatter-Related Porosity in Laser Powder Bed Fusion	4
An Easy, Simple, and Accessible Web-based Machine Learning Platform, SimPL-ML	4
Macroscale Property Prediction for Additively Manufactured IN625 from Microstructure Through Advanced Homogenization	4

Tempered Hardness Optimization of Martensitic Alloy Steels	4
On the Effect of Nucleation Undercooling on Phase Transformation Kinetics	4
High-Throughput Extraction of Phase–Property Relationships from Literature Using Natural Language Processing and Large Language Models	4
Temperature-Dependent Material Property Database for C63200 Nickel-Aluminum Bronze (NAB) Plate	4
A Computer Vision Approach to Evaluate Powder Flowability for Metal Additive Manufacturing	4
The Simulation of Post-Heat Treatment in Selective Laser Melting Additive Manufacturing	4
Microstructure Characterization and Reconstruction in Python: MCRpy	4
Microstructure Image Classification: A Classifier Combination Approach Using Fuzzy Integral Measure	3
Anomaly Detection in Materials Digital Twins with Multiscale ICME for Additive Manufacturing	3
A Transformer and Random Forest Hybrid Model for the Prediction of Non-metallic Inclusions in Continuous Casting Slabs	3
3D Grain Shape Generation in Polycrystals Using Generative Adversarial Networks	3
Data Mining and Visualization of High-Dimensional ICME Data for Additive Manufacturing	3
Comparison of Full-Field Crystal Plasticity Simulations to Synchrotron Experiments: Detailed Investigation of Mispredictions	3
Semantics-Enabled Data Federation: Bringing Materials Scientists Closer to FAIR Data	3
AM Bench 2022 Macroscale Tensile Challenge at Different Orientations (CHAL-AMB2022-04-MaTTO) and Summary of Predictions	3
Estimation of Local Strain Fields in Two-Phase Elastic Composite Materials Using UNet-Based Deep Learning	3
PRISMS-Plasticity TM: An Open-Source Rapid Texture Evolution Analysis Pipeline	3
An Explainable Deep Learning Model Based on Multi-scale Microstructure Information for Establishing Composition–Microstructure–Property Relationship of Aluminum Alloys	3
How Well Do Large Language Models Understand Tables in Materials Science?	3
Benchmark Sample Design for the Validation of Residual Stress Measurements by Diffraction: Insights and Practicalities	3
Unsupervised Machine Learning Via Transfer Learning and k-Means Clustering to Classify Materials Image Data	3
Bi-directional Scan Pattern Effects on Residual Stresses and Distortion in As-built Nitinol Parts: A Trend Analysis Simulation Study	3
The Effect of Geometry on Local Processing State in Additively Manufactured Ti-6Al-4V Lattices	3
Elastic Residual Strain Measurements of 3D Additively Manufactured Builds of Nickel Alloy 718 AM Bench 2022 Artifacts Using Energy Dispersive Synchrotron X-ray Diffraction	3