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 2021-05-01 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
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
Cross-Sectional Melt Pool Geometry of Laser Scanned Tracks and Pads on Nickel Alloy 718 for the 2022 Additive Manufacturing Benchmark Challenges	15
Blockchain-Based Security Access Control System for Sharing Squeeze Casting Process Database	14
Microscale Structure to Property Prediction for Additively Manufactured IN625 through Advanced Material Model Parameter Identification	14
Data-Driven Surrogate Modeling with Microstructure-Sensitivity of Viscoplastic Creep in Grade 91 Steel	13
High-Throughput Microstructural Characterization and Process Correlation Using Automated Electron Backscatter Diffraction	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
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

Reverse AFM Height Map Search: Content-Based Topography Retrieval via Self-Supervised Deep Learning	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
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
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
Phase Identification in Synchrotron X-ray Diffraction Patterns of Ti–6Al–4V Using Computer Vision and Deep Learning	6
An Easy, Simple, and Accessible Web-based Machine Learning Platform, SimPL-ML	6
Automated Segmentation and Chord Length Distribution of Melt Pools in Complex 3D Printed Metal Artifacts	6
AFRL Additive Manufacturing Modeling Series: Challenge 2, Microscale Process-to-Structure Data Description	6
On the Effect of Nucleation Undercooling on Phase Transformation Kinetics	6
A Case Study of Multimodal, Multi-institutional Data Management for the Combinatorial Materials Science Community	6
Semantics-Enabled Data Federation: Bringing Materials Scientists Closer to FAIR Data	6
A Novel Additive Manufacturing Process Metric for Predicting Spatter-Related Porosity in Laser Powder Bed Fusion	6
Macroscale Property Prediction for Additively Manufactured IN625 from Microstructure Through Advanced Homogenization	5
Physics-Informed Machine Learning and Uncertainty Quantification for Mechanics of Heterogeneous Materials	5
Estimation of Local Strain Fields in Two-Phase Elastic Composite Materials Using UNet-Based Deep Learning	5
3D Reconstruction of a High-Energy Diffraction Microscopy Sample Using Multi-modal Serial Sectioning with High-Precision EBSD and Surface Profilometry	5
Review of Material Modeling and Digitalization in Industry: Barriers and Perspectives	5
Random Generation of Lattice Structures with Short-Range Order	5
Ontopanel: A Tool for Domain Experts Facilitating Visual Ontology Development and Mapping for FAIR Data Sharing in Materials Testing	5
Validity of Thermal Simulation Models for Different Laser Beam Shapes in Bead-on-Plate Melting	5
Numerical and Experimental Characterization of Melt Pool in Laser Powder Bed Fusion of SS316l	5
XtalMesh Toolkit: High-Fidelity Mesh Generation of Polycrystals	5
Multi-fidelity Modeling for Uncertainty Quantification in Laser Powder Bed Fusion Additive Manufacturing	5
Data Mining and Visualization of High-Dimensional ICME Data for Additive Manufacturing	5
Workflow for Robotic Point-of-Care Manufacturing of Personalized Maxillofacial Graft Fixation Hardware	5
Heterogeneous Deformation of As-Built Nickel Alloy 625 with Checkered Columnar Grains at Different Strain Rates (AMB2022-04)	5
Coupled Process Modeling of Flow and Transport Phenomena in LCM Processing	4
Time-Resolved Geometric Feature Tracking Elucidates Laser-Induced Keyhole Dynamics	4
Online Measurement for Parameter Discovery in Fused Filament Fabrication	4

Correction: AM Bench 2022 Macroscale Tensile Challenge at Different Orientations (CHAL-AMB2022-04-MaTTO) and Summary of Predictions	4
Heat Source Model Development for Thermal Analysis of Laser Powder Bed Fusion Using Bayesian Optimization and Machine Learning	4
Deep Learning Methods for Microstructural Image Analysis: The State-of-the-Art and Future Perspectives	4
Tackling Structured Knowledge Extraction from Polymer Nanocomposite Literature as an NER/RE Task with seq2seq	4
Advanced Acquisition Strategies for Lab-Based Diffraction Contrast Tomography	4
Evolution of Model-Based Materials Definitions	4
Temperature-Dependent Material Property Databases for Nickel-Aluminum Bronze, HY-80 and HY-100 Steels	4
Automatic Detection of Dendritic Microstructure Using Computer Vision Deep Learning Models Trained with Phase Field Simulations	4
Outcomes and Conclusions from the 2022 AM Bench Measurements, Challenge Problems, Modeling Submissions, and Conference	4
A Process-Structure-Property Simulation Framework for Quantifying Uncertainty in Additive Manufacturing: Application to Fatigue in Ti-6Al-4V	4
A Bayesian Approach to the Eagar–Tsai Model for Melt Pool Geometry Prediction with Implications in Additive Manufacturing of Metals	4
An Active Learning Approach for the Design of Doped LLZO Ceramic Garnets for Battery Applications	4
Additive Manufacturing Benchmark 2022 Subcontinuum Mesoscale Tensile Challenge (CHAL-AMB2022-04-MeTT) and Summary of Predictions	4
A Machine Learning Strategy for Race-Tracking Detection During Manufacturing of Composites by Liquid Moulding	4
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	3
MICRO2D: A Large, Statistically Diverse, Heterogeneous Microstructure Dataset	3
AFRL Additive Manufacturing Modeling Series: Challenge 4, In Situ Mechanical Test of an IN625 Sample with Concurrent High-Energy Diffraction Microscopy Characterization	3
Temperature-Dependent Material Property Databases for Marine Steels—Part 6: HY-100	3
CAROUSEL: An Open-Source Framework for High-Throughput Microstructure Simulations	3
Model-Based Material and Process Definitions for Additive Manufactured Component Design and Qualification	3
Lifetime and Degradation Study of Poly(Methyl Methacrylate) via a Data-Driven Study Protocol Approach	3
Microstructure Image Classification: A Classifier Combination Approach Using Fuzzy Integral Measure	3
Bi-directional Scan Pattern Effects on Residual Stresses and Distortion in As-built Nitinol Parts: A Trend Analysis Simulation Study	3
Emerging Opportunities in Distributed Manufacturing: Results and Analysis of an Expert Study	3
Part Deflection Measurements of AM‑Bench IN718 3D Build Artifacts	3
High-Throughput Extraction of Phase–Property Relationships from Literature Using Natural Language Processing and Large Language Models	3
Data-Driven Multi-Scale Modeling and Optimization for Elastic Properties of Cubic Microstructures	3
An Integrated Multiscale Model to Study the Marangoni Effect on Molten Pool and Microstructure Evolution	3
DRAGON: A Tool for Extracting Quantitative Data from Pole Figure Representations of Crystallographic Texture in Literature	3