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 2021-04-01 to 2025-04-01.)

Article	Citations
VAMPYR: A MATLAB-Based Toolset Leveraging MTEX for Automating VPSC	55
Correction: AM Bench 2022 Macroscale Tensile Challenge at Different Orientations (CHAL-AMB2022-04-MaTTO) and Summary of Predictions	47
Evolution of Model-Based Materials Definitions	32
Natural Language Processing-Driven Microscopy Ontology Development	31
An Open Combinatorial Diffraction Dataset Including Consensus Human and Machine Learning Labels with Quantified Uncertainty for Training New Machine Learning Models	29
WATMUS: Wavelet Transformation-Induced Multi-time Scaling for Accelerating Fatigue Simulations at Multiple Spatial Scales	25
Automated and Refined Application of Convolutional Neural Network Modeling to Metallic Powder Particle Satellite Detection	20
Investigation of the Fatigue Life Scatter for AA7075-T6 Using Crystal Plasticity Finite Element Method in the High to Very High Cycle Fatigue Regime	19
Predicting Melt Pool Dimensions for Wire-Feed Directed Energy Deposition Process	18
Statistical Estimation of Strain Using Spatial Correlation Functions	18
Generative Adversarial Networks and Mixture Density Networks-Based Inverse Modeling for Microstructural Materials Design	17
Compound Knowledge Graph-Enabled AI Assistant for Accelerated Materials Discovery	16
Additive Manufacturing Benchmark 2022 Subcontinuum Mesoscale Tensile Challenge (CHAL-AMB2022-04-MeTT) and Summary of Predictions	16
Restoration of Noisy Orientation Maps from Electron Backscatter Diffraction Imaging	15
PRISMS-Indentation: Multi-scale Elasto-Plastic Virtual Indentation Module	15
Parameters, Properties, and Process: Conditional Neural Generation of Realistic SEM Imagery Toward ML-Assisted Advanced Manufacturing	15
Multi-physics Approach to Predict Fatigue Behavior of High Strength Aluminum Alloy Repaired via Additive Friction Stir Deposition	14
Reconstructing Microstructures From Statistical Descriptors Using Neural Cellular Automata	14
Design and Optimization of Manufacturing Process of Polymer Composites Through Multiscale Cure Analysis and NSGA-II	13
L-PBF High-Throughput Data Pipeline Approach for Multi-modal Integration	12
Community-Scale Problem-Solving: Reflections on a Decade of Infrastructure Development in the MGI	11
Computational Alloy Design for Process-Related Uncertainties in Powder Metallurgy	11
Heat Source Model Development for Thermal Analysis of Laser Powder Bed Fusion Using Bayesian Optimization and Machine Learning	11
Sputter-Deposited Mo Thin Films: Characterization of Grain Structure and Monte Carlo Simulations of Sputtered Atom Energies and Incidence Angles	10
Automatic Detection of Dendritic Microstructure Using Computer Vision Deep Learning Models Trained with Phase Field Simulations	10

Rapid Grain Segmentation of Heat-treated and Annealed LPBF Haynes 282 Using an Unsupervised Learning-Based Computer Vision Approach	10
Outcomes and Conclusions from the 2022 AM Bench Measurements, Challenge Problems, Modeling Submissions, and Conference	10
A Workflow for Accelerating Multimodal Data Collection for Electrodeposited Films	9
Phase Identification in Synchrotron X-ray Diffraction Patterns of Ti–6Al–4V Using Computer Vision and Deep Learning	9
A Machine Learning Strategy for Race-Tracking Detection During Manufacturing of Composites by Liquid Moulding	9
MAUD Rietveld Refinement Software for Neutron Diffraction Texture Studies of Single- and Dual-Phase Materials	9
Effects of Boundary Conditions on Microstructure-Sensitive Fatigue Crystal Plasticity Analysis	9
A Common Data Dictionary and Common Data Model for Additive Manufacturing	9
The BAREFOOT Optimization Framework	9
Correction: A Novel Additive Manufacturing Process Metric for Predicting Spatter-Related Porosity in Laser Powder Bed Fusion	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	8
Coupled Thermal Solidification Process Simulation of Sapphire Growth	8
Additive Manufacturing Melt Pool Prediction and Classification via Multifidelity Gaussian Process Surrogates	8
Automatic Determination of the Weak-Beam Condition in Dark Field X-ray Microscopy	8
Temperature-Dependent Material Property Databases for Marine Steels—Part 3: HSLA-80	8
Location-Specific Microstructure Characterization Within AM Bench 2022 Nickel Alloy 718 3D Builds	7
Annotating Materials Science Text: A Semi-automated Approach for Crafting Outputs with Gemini Pro	7
Equivariant Neural Networks for Controlling Dynamic Spatial Light Modulators	7
A Case Study of Multimodal, Multi-institutional Data Management for the Combinatorial Materials Science Community	7
Enhancing Reproducibility in Precipitate Analysis: A FAIR Approach with Automated Dark-Field Transmission Electron Microscope Image Processing	7
Multi-objective Optimization-Oriented Generative Adversarial Design for Multi-principal Element Alloys	7
Cross-Sectional Melt Pool Geometry of Laser Scanned Tracks and Pads on Nickel Alloy 718 for the 2022 Additive Manufacturing Benchmark Challenges	7
Framework for the Generation of 3D Fiber Composite Structures from 2D Observations	7
Interpretable Machine Learning for Texture-Dependent Constitutive Models with Automatic Code Generation for Topological Optimization	6
On the Prediction of Uniaxial Tensile Behavior Beyond the Yield Point of Wrought and Additively Manufactured Ti-6Al-4V	6
Material Property Prediction Using Graphs Based on Generically Complete Isometry Invariants	6
Imputation Method Based on Collaborative Filtering and Clustering for the Missing Data of the Squeeze Casting Process Parameters	6
Illustrating an Effective Workflow for Accelerated Materials Discovery	6
New Paradigms in Model Based Materials Definitions for Titanium Alloys in Aerospace Applications	6
Coupled Process Modeling of Flow and Transport Phenomena in LCM Processing	6
Data-Driven Modeling of Mechanical Properties for 17-4 PH Stainless Steel Built by Additive Manufacturing	6
A Computer Vision Approach to Evaluate Powder Flowability for Metal Additive Manufacturing	5
Deep Learning Methods for Microstructural Image Analysis: The State-of-the-Art and Future Perspectives	5
Microscale Structure to Property Prediction for Additively Manufactured IN625 through Advanced Material Model Parameter Identification	5
Discrepancy Between Crystal Plasticity Simulations and Far-Field High-Energy X-ray Diffraction Microscopy Measurements	5
The Simulation of Post-Heat Treatment in Selective Laser Melting Additive Manufacturing	5
A Process-Structure-Property Simulation Framework for Quantifying Uncertainty in Additive Manufacturing: Application to Fatigue in Ti-6Al-4V	5
Modeling and Optimum Design of Carbon Nanotube/Polyvinyl Alcohol Hybrid Nanofibers as Electromagnetic Interference Shielding Material	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
Micromechanical Analysis of Mechanical Response for Unidirectional Fiber-Reinforced Plies	5
AFRL Additive Manufacturing Modeling Series: Challenge 2, Microscale Process-to-Structure Data Description	5
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	5
Part Deflection Measurements of AM‑Bench IN718 3D Build Artifacts	5
Tempered Hardness Optimization of Martensitic Alloy Steels	5
An Easy, Simple, and Accessible Web-based Machine Learning Platform, SimPL-ML	5
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
Benchmark Sample Design for the Validation of Residual Stress Measurements by Diffraction: Insights and Practicalities	4
How Well Do Large Language Models Understand Tables in Materials Science?	4
Macroscale Property Prediction for Additively Manufactured IN625 from Microstructure Through Advanced Homogenization	4

A Novel Additive Manufacturing Process Metric for Predicting Spatter-Related Porosity in Laser Powder Bed Fusion	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
Semantics-Enabled Data Federation: Bringing Materials Scientists Closer to FAIR Data	4
Comparison of Full-Field Crystal Plasticity Simulations to Synchrotron Experiments: Detailed Investigation of Mispredictions	4
Constraint Active Search in Process Window Optimization for Powder Feed Directed Energy Deposition	4
Temperature-Dependent Material Property Database for C63200 Nickel-Aluminum Bronze (NAB) Plate	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
Anomaly Detection in Materials Digital Twins with Multiscale ICME for Additive Manufacturing	4
Random Generation of Lattice Structures with Short-Range Order	4
Elastic Residual Strain Measurements of 3D Additively Manufactured Builds of Nickel Alloy 718 AM Bench 2022 Artifacts Using Energy Dispersive Synchrotron X-ray Diffraction	4
Data Mining and Visualization of High-Dimensional ICME Data for Additive Manufacturing	3
Microstructure Image Classification: A Classifier Combination Approach Using Fuzzy Integral Measure	3
Estimation of Local Strain Fields in Two-Phase Elastic Composite Materials Using UNet-Based Deep Learning	3
The Effect of Geometry on Local Processing State in Additively Manufactured Ti-6Al-4V Lattices	3
Self-Supervised Deep Hadamard Autoencoders for Treating Missing Data: A Case Study in Manufacturing	3
A Comparison of Statistically Equivalent and Realistic Microstructural Representative Volume Elements for Crystal Plasticity Models	3
An Explainable Deep Learning Model Based on Multi-scale Microstructure Information for Establishing Composition–Microstructure–Property Relationship of Aluminum Alloys	3
AFRL Additive Manufacturing Modeling Challenge Series: Overview	3
Unsupervised Machine Learning Via Transfer Learning and k-Means Clustering to Classify Materials Image Data	3
A Transformer and Random Forest Hybrid Model for the Prediction of Non-metallic Inclusions in Continuous Casting Slabs	3
Data-Driven Multi-Scale Modeling and Optimization for Elastic Properties of Cubic Microstructures	3
Microstructure Characterization and Reconstruction in Python: MCRpy	3
Bi-directional Scan Pattern Effects on Residual Stresses and Distortion in As-built Nitinol Parts: A Trend Analysis Simulation Study	3
Physics-Informed Machine Learning and Uncertainty Quantification for Mechanics of Heterogeneous Materials	3
3D Grain Shape Generation in Polycrystals Using Generative Adversarial Networks	3
A Data-Driven Framework to Select a Cost-Efficient Subset of Parameters to Qualify Sourced Materials	3