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 2021-02-01 to 2025-02-01.)

Article	Citations
WATMUS: Wavelet Transformation-Induced Multi-time Scaling for Accelerating Fatigue Simulations at Multiple Spatial Scales	45
Rapid Grain Segmentation of Heat-treated and Annealed LPBF Haynes 282 Using an Unsupervised Learning-Based Computer Vision Approach	41
Restoration of Noisy Orientation Maps from Electron Backscatter Diffraction Imaging	30
A Common Data Dictionary and Common Data Model for Additive Manufacturing	27
Parameters, Properties, and Process: Conditional Neural Generation of Realistic SEM Imagery Toward ML-Assisted Advanced Manufacturing	24
Predicting Melt Pool Dimensions for Wire-Feed Directed Energy Deposition Process	23
Additive Manufacturing Benchmark 2022 Subcontinuum Mesoscale Tensile Challenge (CHAL-AMB2022-04-MeTT) and Summary of Predictions	18
Compound Knowledge Graph-Enabled AI Assistant for Accelerated Materials Discovery	16
Community-Scale Problem-Solving: Reflections on a Decade of Infrastructure Development in the MGI	16
Automated and Refined Application of Convolutional Neural Network Modeling to Metallic Powder Particle Satellite Detection	15
L-PBF High-Throughput Data Pipeline Approach for Multi-modal Integration	15
Computational Alloy Design for Process-Related Uncertainties in Powder Metallurgy	14
VAMPYR: A MATLAB-Based Toolset Leveraging MTEX for Automating VPSC	13
PRISMS-Indentation: Multi-scale Elasto-Plastic Virtual Indentation Module	11
Multi-physics Approach to Predict Fatigue Behavior of High Strength Aluminum Alloy Repaired via Additive Friction Stir Deposition	11
An Open Combinatorial Diffraction Dataset Including Consensus Human and Machine Learning Labels with Quantified Uncertainty for Training New Machine Learning Models	11
Statistical Estimation of Strain Using Spatial Correlation Functions	11
Heat Source Model Development for Thermal Analysis of Laser Powder Bed Fusion Using Bayesian Optimization and Machine Learning	10
A Machine Learning Strategy for Race-Tracking Detection During Manufacturing of Composites by Liquid Moulding	10
Investigation of the Fatigue Life Scatter for AA7075-T6 Using Crystal Plasticity Finite Element Method in the High to Very High Cycle Fatigue Regime	10
Evolution of Model-Based Materials Definitions	10
Design and Optimization of Manufacturing Process of Polymer Composites Through Multiscale Cure Analysis and NSGA-II	10
A Workflow for Accelerating Multimodal Data Collection for Electrodeposited Films	9
Generative Adversarial Networks and Mixture Density Networks-Based Inverse Modeling for Microstructural Materials Design	9
Reconstructing Microstructures From Statistical Descriptors Using Neural Cellular Automata	9

Natural Language Processing-Driven Microscopy Ontology Development	9
Outcomes and Conclusions from the 2022 AM Bench Measurements, Challenge Problems, Modeling Submissions, and Conference	9
MAUD Rietveld Refinement Software for Neutron Diffraction Texture Studies of Single- and Dual-Phase Materials	9
Correction: AM Bench 2022 Macroscale Tensile Challenge at Different Orientations (CHAL-AMB2022-04-MaTTO) and Summary of Predictions	9
Sputter-Deposited Mo Thin Films: Characterization of Grain Structure and Monte Carlo Simulations of Sputtered Atom Energies and Incidence Angles	8
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	8
Cross-Sectional Melt Pool Geometry of Laser Scanned Tracks and Pads on Nickel Alloy 718 for the 2022 Additive Manufacturing Benchmark Challenges	8
Data-Driven Modeling of Mechanical Properties for 17-4 PH Stainless Steel Built by Additive Manufacturing	8
Temperature-Dependent Material Property Databases for Marine Steels—Part 3: HSLA-80	8
Coupled Process Modeling of Flow and Transport Phenomena in LCM Processing	8
Automatic Determination of the Weak-Beam Condition in Dark Field X-ray Microscopy	8
A Process-Structure-Property Simulation Framework for Quantifying Uncertainty in Additive Manufacturing: Application to Fatigue in Ti-6Al-4V	8
Framework for the Generation of 3D Fiber Composite Structures from 2D Observations	7
On the Prediction of Uniaxial Tensile Behavior Beyond the Yield Point of Wrought and Additively Manufactured Ti-6Al-4V	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
A Case Study of Multimodal, Multi-institutional Data Management for the Combinatorial Materials Science Community	7
Coupled Thermal Solidification Process Simulation of Sapphire Growth	7
Multi-objective Optimization-Oriented Generative Adversarial Design for Multi-principal Element Alloys	7
Annotating Materials Science Text: A Semi-automated Approach for Crafting Outputs with Gemini Pro	6
Imputation Method Based on Collaborative Filtering and Clustering for the Missing Data of the Squeeze Casting Process Parameters	6
Enhancing Reproducibility in Precipitate Analysis: A FAIR Approach with Automated Dark-Field Transmission Electron Microscope Image Processing	6
Deep Learning Methods for Microstructural Image Analysis: The State-of-the-Art and Future Perspectives	6
Mechanical Responses of Primary-α Ti Grains in Polycrystalline Samples: Part I—Measurements of Spherical Indentation Stress–Strain Curves	6
New Paradigms in Model Based Materials Definitions for Titanium Alloys in Aerospace Applications	6
Part Deflection Measurements of AM‑Bench IN718 3D Build Artifacts	5
Modeling and Optimum Design of Carbon Nanotube/Polyvinyl Alcohol Hybrid Nanofibers as Electromagnetic Interference Shielding Material	5
Material Property Prediction Using Graphs Based on Generically Complete Isometry Invariants	5
Phase Identification in Synchrotron X-ray Diffraction Patterns of Ti–6Al–4V Using Computer Vision and Deep Learning	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
Additive Manufacturing Melt Pool Prediction and Classification via Multifidelity Gaussian Process Surrogates	5
Location-Specific Microstructure Characterization Within AM Bench 2022 Nickel Alloy 718 3D Builds	5
The BAREFOOT Optimization Framework	5
Equivariant Neural Networks for Controlling Dynamic Spatial Light Modulators	5
Illustrating an Effective Workflow for Accelerated Materials Discovery	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	4
An Easy, Simple, and Accessible Web-based Machine Learning Platform, SimPL-ML	4
Temperature-Dependent Material Property Database for C63200 Nickel-Aluminum Bronze (NAB) Plate	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
Micromechanical Analysis of Mechanical Response for Unidirectional Fiber-Reinforced Plies	4
Interpretable Machine Learning for Texture-Dependent Constitutive Models with Automatic Code Generation for Topological Optimization	4
AFRL Additive Manufacturing Modeling Series: Challenge 2, Microscale Process-to-Structure Data Description	4
Discrepancy Between Crystal Plasticity Simulations and Far-Field High-Energy X-ray Diffraction Microscopy Measurements	4
Effects of Boundary Conditions on Microstructure-Sensitive Fatigue Crystal Plasticity Analysis	4
The Simulation of Post-Heat Treatment in Selective Laser Melting Additive Manufacturing	4
Random Generation of Lattice Structures with Short-Range Order	4
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	3
Macroscale Property Prediction for Additively Manufactured IN625 from Microstructure Through Advanced Homogenization	3
A Computer Vision Approach to Evaluate Powder Flowability for Metal Additive Manufacturing	3
Tempered Hardness Optimization of Martensitic Alloy Steels	3

Automated Segmentation and Chord Length Distribution of Melt Pools in Complex 3D Printed Metal Artifacts	3
MICRO2D: A Large, Statistically Diverse, Heterogeneous Microstructure Dataset	3
How Well Do Large Language Models Understand Tables in Materials Science?	3
On the Effect of Nucleation Undercooling on Phase Transformation Kinetics	3
Microscale Structure to Property Prediction for Additively Manufactured IN625 through Advanced Material Model Parameter Identification	3
Anomaly Detection in Materials Digital Twins with Multiscale ICME for Additive Manufacturing	3
Self-Supervised Deep Hadamard Autoencoders for Treating Missing Data: A Case Study in Manufacturing	2
Blockchain-Based Security Access Control System for Sharing Squeeze Casting Process Database	2
An Explainable Deep Learning Model Based on Multi-scale Microstructure Information for Establishing Composition–Microstructure–Property Relationship of Aluminum Alloys	2
High-Throughput Extraction of Phase–Property Relationships from Literature Using Natural Language Processing and Large Language Models	2
Lifetime and Degradation Study of Poly(Methyl Methacrylate) via a Data-Driven Study Protocol Approach	2
Microstructure Characterization and Reconstruction in Python: MCRpy	2
Data-Driven Multi-Scale Modeling and Optimization for Elastic Properties of Cubic Microstructures	2
Intrinsic Dimensionality of Microstructure Data	2
A Data-Driven Framework to Select a Cost-Efficient Subset of Parameters to Qualify Sourced Materials	2
Data Mining and Visualization of High-Dimensional ICME Data for Additive Manufacturing	2
Benchmark Sample Design for the Validation of Residual Stress Measurements by Diffraction: Insights and Practicalities	2
Study of TIG Weld Microstructure Formation in Inconel 718 Alloy Using ICME Approach	2
Calcium-Treated Steel Cleanliness Prediction Using High-Dimensional Steelmaking Process Data	2
Feature Engineering for Microstructure–Property Mapping in Organic Photovoltaics	2
Three-Dimensional Prediction of Lack-of-Fusion Porosity Volume Fraction and Morphology for Powder Bed Fusion Additively Manufactured Ti–6Al–4V	2
PRISMS-Plasticity TM: An Open-Source Rapid Texture Evolution Analysis Pipeline	2
AFRL Additive Manufacturing Modeling Challenge Series: Overview	2
Ontopanel: A Tool for Domain Experts Facilitating Visual Ontology Development and Mapping for FAIR Data Sharing in Materials Testing	2
Elastic Residual Strain Measurements of 3D Additively Manufactured Builds of Nickel Alloy 718 AM Bench 2022 Artifacts Using Energy Dispersive Synchrotron X-ray Diffraction	2
A Novel Additive Manufacturing Process Metric for Predicting Spatter-Related Porosity in Laser Powder Bed Fusion	2
High-Throughput Microstructural Characterization and Process Correlation Using Automated Electron Backscatter Diffraction	2
Model-Based Material and Process Definitions for Additive Manufactured Component Design and Qualification	2
Multi-fidelity Modeling for Uncertainty Quantification in Laser Powder Bed Fusion Additive Manufacturing	2