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 2022-01-01 to 2026-01-01.)

Article	Citations
Computational Alloy Design for Process-Related Uncertainties in Powder Metallurgy	40
PRISMS-Indentation: Multi-scale Elasto-Plastic Virtual Indentation Module	23
MicroProcSim: A Software for Simulation of Microstructure Evolution	22
A New Analysis Method for the Densification of Casting Ingots with Pore Defects Through Upsetting Deformation	22
Generative Adversarial Networks and Mixture Density Networks-Based Inverse Modeling for Microstructural Materials Design	21
Natural Language Processing-Driven Microscopy Ontology Development	20
Parameters, Properties, and Process: Conditional Neural Generation of Realistic SEM Imagery Toward ML-Assisted Advanced Manufacturing	19
A Common Data Dictionary and Common Data Model for Additive Manufacturing	17
Multi-physics Approach to Predict Fatigue Behavior of High Strength Aluminum Alloy Repaired via Additive Friction Stir Deposition	17
Enhancing Reproducibility in Precipitate Analysis: A FAIR Approach with Automated Dark-Field Transmission Electron Microscope Image Processing	16
VAMPYR: A MATLAB-Based Toolset Leveraging MTEX for Automating VPSC	16
Cross-Sectional Melt Pool Geometry of Laser Scanned Tracks and Pads on Nickel Alloy 718 for the 2022 Additive Manufacturing Benchmark Challenges	15
Enhancing Materials Data Workflows Through Object-Oriented Design and Large Language Models	15
New Paradigms in Model Based Materials Definitions for Titanium Alloys in Aerospace Applications	14
Assessment of Hot Cracking Susceptibility Through Interdendritic Feeding Simulations	14
Anisotropic Phase-Field Modeling of Tricrystal Grain Growth Using a Spherical-Gaussian-Based 5-D Computational Approach	13
Quantifying Thermal Model Accuracy in PBF-LB/M using Statistical Similarity Tests Against Thermographic Measurements	13
Microstructure Characterization and Reconstruction in Python: MCRpy	13
AM Bench 2022 Macroscale Tensile Challenge at Different Orientations (CHAL-AMB2022-04-MaTTO) and Summary of Predictions	11
Data-Driven Surrogate Modeling with Microstructure-Sensitivity of Viscoplastic Creep in Grade 91 Steel	11
Materials Maturity Levels: A Systematic Approach to Evaluating Materials Development	11
Blockchain-Based Security Access Control System for Sharing Squeeze Casting Process Database	11
3D Grain Shape Generation in Polycrystals Using Generative Adversarial Networks	11
3D Minimum Channel Width Distribution in a Ni-Base Superalloy	11
High-Throughput Microstructural Characterization and Process Correlation Using Automated Electron Backscatter Diffraction	11

Phase Composition and Phase Transformation of Additively Manufactured Nickel Alloy 718 AM Bench Artifacts	11
Crystal Elasticity Simulations of Polycrystalline Material Using Rank-One Approximation	10
On the Fidelity of the Scaling Laws for Melt Pool Depth Analysis During Laser Powder Bed Fusion	10
Application of a Chained-ANN for Learning the Process–Structure Mapping in Mg2SixSn1−x Spinodal Decomposition	10
Reverse AFM Height Map Search: Content-Based Topography Retrieval via Self-Supervised Deep Learning	10
Toward a Physical Basis for a Predictive Finite Element Thermal Model of the LENS™ Process Leveraging Dual-Wavelength Pyrometer Datasets	9
Quantitative Benchmarking of Acoustic Emission Machine Learning Frameworks for Damage Mechanism Identification	9
Community-Scale Problem-Solving: Reflections on a Decade of Infrastructure Development in the MGI	9
Automated Grain Boundary (GB) Segmentation and Microstructural Analysis in 347H Stainless Steel Using Deep Learning and Multimodal Microscopy	9
Consistent Quantification of Precipitate Shapes and Sizes in Two and Three Dimensions Using Central Moments	9
Temperature-Dependent Material Property Database of Cast 70/30 Cu-Ni Material	9
Location-Specific Microstructure Characterization Within AM Bench 2022 Laser Tracks on Bare Nickel Alloy 718 Plates	9
Temperature-Dependent Material Property Databases for Marine Steels—Part 5: HY-80	9
A Novel Methodology for the Thermographic Cooling Rate Measurement during Powder Bed Fusion of Metals Using a Laser Beam	9
Image Processing Pipeline for Fluoroelastomer Crystallite Detection in Atomic Force Microscopy Images	9
Location-Specific Microstructure Characterization Within AM Bench 2022 Nickel Alloy 718 3D Builds	8
Equivariant Neural Networks for Controlling Dynamic Spatial Light Modulators	8
Automatic Determination of the Weak-Beam Condition in Dark Field X-ray Microscopy	8
Framework for the Generation of 3D Fiber Composite Structures from 2D Observations	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	8
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
Temperature-Dependent Material Property Databases for Marine Steels—Part 3: HSLA-80	7
On the Effect of Nucleation Undercooling on Phase Transformation Kinetics	7
A Case Study of Multimodal, Multi-institutional Data Management for the Combinatorial Materials Science Community	7
Phase Identification in Synchrotron X-ray Diffraction Patterns of Ti–6Al–4V Using Computer Vision and Deep Learning	7
An Easy, Simple, and Accessible Web-based Machine Learning Platform, SimPL-ML	7
On the Prediction of Uniaxial Tensile Behavior Beyond the Yield Point of Wrought and Additively Manufactured Ti-6Al-4V	7
Uncertainty-Informed Integrated Computational Materials Engineering Framework for Robust Design Optimization of Microstructure-Sensitive Multiaxial Fatigue Properties	7
Multi-fidelity Modeling for Uncertainty Quantification in Laser Powder Bed Fusion Additive Manufacturing	6
Data Mining and Visualization of High-Dimensional ICME Data for Additive Manufacturing	6
A Novel Additive Manufacturing Process Metric for Predicting Spatter-Related Porosity in Laser Powder Bed Fusion	6
Numerical and Experimental Characterization of Melt Pool in Laser Powder Bed Fusion of SS316l	6
Ontopanel: A Tool for Domain Experts Facilitating Visual Ontology Development and Mapping for FAIR Data Sharing in Materials Testing	6
Automated Segmentation and Chord Length Distribution of Melt Pools in Complex 3D Printed Metal Artifacts	6
Random Generation of Lattice Structures with Short-Range Order	6
Research Progress on Process Optimization of Thermal-Sprayed Iron-Based Amorphous Coatings	6
Physics-Informed Machine Learning and Uncertainty Quantification for Mechanics of Heterogeneous Materials	6
Semantics-Enabled Data Federation: Bringing Materials Scientists Closer to FAIR Data	6
XtalMesh Toolkit: High-Fidelity Mesh Generation of Polycrystals	6
Optimization of Process Parameters for Surface Roughness and Milling Power of AL7075 CNC Milling Based on a Hybrid Multi-Objective Particle Swarm Optimization Integrating Whale Optimization Algorithm	5
Integration of Segregation Models for Continuous Casting	5
Heterogeneous Deformation of As-Built Nickel Alloy 625 with Checkered Columnar Grains at Different Strain Rates (AMB2022-04)	5
Workflow for Robotic Point-of-Care Manufacturing of Personalized Maxillofacial Graft Fixation Hardware	5
Online Measurement for Parameter Discovery in Fused Filament Fabrication	5
3D Reconstruction of a High-Energy Diffraction Microscopy Sample Using Multi-modal Serial Sectioning with High-Precision EBSD and Surface Profilometry	5
Tackling Structured Knowledge Extraction from Polymer Nanocomposite Literature as an NER/RE Task with seq2seq	5
Materials Informatics Tools to Analyze Crystal Structures: Crystal Structure of the Novel Ternary Indide ErCo2In	4
Advanced Acquisition Strategies for Lab-Based Diffraction Contrast Tomography	4
Additive Manufacturing Benchmark 2022 Subcontinuum Mesoscale Tensile Challenge (CHAL-AMB2022-04-MeTT) and Summary of Predictions	4

Evolution of Model-Based Materials Definitions	4
A Process-Structure-Property Simulation Framework for Quantifying Uncertainty in Additive Manufacturing: Application to Fatigue in Ti-6Al-4V	4
Temperature-Dependent Material Property Databases for Nickel-Aluminum Bronze, HY-80 and HY-100 Steels	4
Correction: AM Bench 2022 Macroscale Tensile Challenge at Different Orientations (CHAL-AMB2022-04-MaTTO) and Summary of Predictions	4
Review of Material Modeling and Digitalization in Industry: Barriers and Perspectives	4
A Machine Learning Strategy for Race-Tracking Detection During Manufacturing of Composites by Liquid Moulding	4
Part Deflection Measurements of AM‑Bench IN718 3D Build Artifacts	4
Validity of Thermal Simulation Models for Different Laser Beam Shapes in Bead-on-Plate Melting	4
Automatic Detection of Dendritic Microstructure Using Computer Vision Deep Learning Models Trained with Phase Field Simulations	4
Data-Efficient Inverse Design of Spinodoid Metamaterials	4
Heat Source Model Development for Thermal Analysis of Laser Powder Bed Fusion Using Bayesian Optimization and Machine Learning	4
Outcomes and Conclusions from the 2022 AM Bench Measurements, Challenge Problems, Modeling Submissions, and Conference	4
A Parametric, Data-Driven, Non-Intrusive Reduced-Order Model Framework for Crystal Plasticity Simulations of Voids	3
CAROUSEL: An Open-Source Framework for High-Throughput Microstructure Simulations	3
Temperature-Dependent Material Property Databases for Marine Steels—Part 6: HY-100	3
Machine Learning of Impact Behavior in Cold Spray of Similar and Dissimilar Metals	3
Coupled Process Modeling of Flow and Transport Phenomena in LCM Processing	3
MICRO2D: A Large, Statistically Diverse, Heterogeneous Microstructure Dataset	3
Bi-directional Scan Pattern Effects on Residual Stresses and Distortion in As-built Nitinol Parts: A Trend Analysis Simulation Study	3
Artificial Intelligence and Statistical Mapping Applied to Additive Manufacturing Toolpath Optimization in Wire-Arc DED	3
A Numerical Approach to Model Microstructure Evolution for NiTi Shape Memory Alloy in Laser Powder Bed Fusion Additive Manufacturing	3
A Framework for the Optimal Selection of High-Throughput Data Collection Workflows by Autonomous Experimentation Systems	3
Data-Driven Multi-Scale Modeling and Optimization for Elastic Properties of Cubic Microstructures	3
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
Lifetime and Degradation Study of Poly(Methyl Methacrylate) via a Data-Driven Study Protocol Approach	3
Model-Based Material and Process Definitions for Additive Manufactured Component Design and Qualification	3
An Integrated Multiscale Model to Study the Marangoni Effect on Molten Pool and Microstructure Evolution	3
Emerging Opportunities in Distributed Manufacturing: Results and Analysis of an Expert Study	3
DRAGON: A Tool for Extracting Quantitative Data from Pole Figure Representations of Crystallographic Texture in Literature	3
Deep Learning Methods for Microstructural Image Analysis: The State-of-the-Art and Future Perspectives	3
High-Throughput Extraction of Phase–Property Relationships from Literature Using Natural Language Processing and Large Language Models	3