OOIR: Observatory of International Research

Papers

(The TQCC of Integrating Materials and Manufacturing Innovation is 8. 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 2022-08-01 to 2026-08-01.)

Article	Citations
A New Analysis Method for the Densification of Casting Ingots with Pore Defects Through Upsetting Deformation	46
A Common Data Dictionary and Common Data Model for Additive Manufacturing	29
VAMPYR: A MATLAB-Based Toolset Leveraging MTEX for Automating VPSC	27
PRISMS-Indentation: Multi-scale Elasto-Plastic Virtual Indentation Module	26
Parameters, Properties, and Process: Conditional Neural Generation of Realistic SEM Imagery Toward ML-Assisted Advanced Manufacturing	25
Generative Adversarial Networks and Mixture Density Networks-Based Inverse Modeling for Microstructural Materials Design	24
Multi-physics Approach to Predict Fatigue Behavior of High Strength Aluminum Alloy Repaired via Additive Friction Stir Deposition	23
Computationally Efficient Prediction of Molten Pool Size in Multi-track Laser Melting via Surrogate Modeling	22
Enhancing Materials Data Workflows Through Object-Oriented Design and Large Language Models	20
Natural Language Processing-Driven Microscopy Ontology Development	20
New Paradigms in Model Based Materials Definitions for Titanium Alloys in Aerospace Applications	20
MicroProcSim: A Software for Simulation of Microstructure Evolution	20
Enhancing Reproducibility in Precipitate Analysis: A FAIR Approach with Automated Dark-Field Transmission Electron Microscope Image Processing	19
Cross-Sectional Melt Pool Geometry of Laser Scanned Tracks and Pads on Nickel Alloy 718 for the 2022 Additive Manufacturing Benchmark Challenges	19
Assessment of Hot Cracking Susceptibility Through Interdendritic Feeding Simulations	18
Anisotropic Phase-Field Modeling of Tricrystal Grain Growth Using a Spherical-Gaussian-Based 5-D Computational Approach	18
Quantifying Thermal Model Accuracy in PBF-LB/M using Statistical Similarity Tests Against Thermographic Measurements	17
Microstructure Characterization and Reconstruction in Python: MCRpy	16
3D Minimum Channel Width Distribution in a Ni-Base Superalloy	15
Blockchain-Based Security Access Control System for Sharing Squeeze Casting Process Database	15
Data-Driven Surrogate Modeling with Microstructure-Sensitivity of Viscoplastic Creep in Grade 91 Steel	14
Materials Maturity Levels: A Systematic Approach to Evaluating Materials Development	14
Modeling the Impact of Grain Morphology and Porosity on Creep Anisotropy in Laser Powder Bed Fusion Materials	13
Impact of Segmentation Methods on Predicting Fatigue-Initiating Pores from X-ray Computed Tomography Data	13
Phase Composition and Phase Transformation of Additively Manufactured Nickel Alloy 718 AM Bench Artifacts	13

AM Bench 2022 Macroscale Tensile Challenge at Different Orientations (CHAL-AMB2022-04-MaTTO) and Summary of Predictions	13
High-Throughput Microstructural Characterization and Process Correlation Using Automated Electron Backscatter Diffraction	12
Reverse AFM Height Map Search: Content-Based Topography Retrieval via Self-Supervised Deep Learning	11
On the Fidelity of the Scaling Laws for Melt Pool Depth Analysis During Laser Powder Bed Fusion	11
Application of a Chained-ANN for Learning the Process–Structure Mapping in Mg2SixSn1−x Spinodal Decomposition	11
Automated Grain Boundary (GB) Segmentation and Microstructural Analysis in 347H Stainless Steel Using Deep Learning and Multimodal Microscopy	10
Location-Specific Microstructure Characterization Within AM Bench 2022 Laser Tracks on Bare Nickel Alloy 718 Plates	10
Temperature-Dependent Material Property Databases for Marine Steels—Part 5: HY-80	10
Toward a Physical Basis for a Predictive Finite Element Thermal Model of the LENS™ Process Leveraging Dual-Wavelength Pyrometer Datasets	10
Quantitative Benchmarking of Acoustic Emission Machine Learning Frameworks for Damage Mechanism Identification	9
Temperature-Dependent Material Property Database of Cast 70/30 Cu-Ni Material	9
Expert-Grounded Automatic Prompt Engineering for Extracting Lattice Constants of High-Entropy Alloys from Scientific Publications Using Large Language Models	9
Framework for the Generation of 3D Fiber Composite Structures from 2D Observations	9
A Novel Methodology for the Thermographic Cooling Rate Measurement during Powder Bed Fusion of Metals Using a Laser Beam	9
Machine Learning Statistical Ultrasonic Non-destructive Prediction for Friction Stir Processed Metal	9
Physics-Informed Deep Learning for Bearing Remaining Useful Life: Adaptive Paris-Law Regularization with Gaussian Processes	9
Restoration of Noisy Orientation Maps from Electron Backscatter Diffraction Imaging	9
Community-Scale Problem-Solving: Reflections on a Decade of Infrastructure Development in the MGI	9
Image Processing Pipeline for Fluoroelastomer Crystallite Detection in Atomic Force Microscopy Images	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
A Case Study of Multimodal, Multi-institutional Data Management for the Combinatorial Materials Science Community	8
Location-Specific Microstructure Characterization Within AM Bench 2022 Nickel Alloy 718 3D Builds	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
Equivariant Neural Networks for Controlling Dynamic Spatial Light Modulators	8
Evaluating Thermodynamics-Based Hot-Cracking Models for Various AM Alloys	8
On the Effect of Nucleation Undercooling on Phase Transformation Kinetics	8
Identifying Acoustic Emission Depth in Plate-Like Structures	8
Phase Identification in Synchrotron X-ray Diffraction Patterns of Ti–6Al–4V Using Computer Vision and Deep Learning	8
A Novel Additive Manufacturing Process Metric for Predicting Spatter-Related Porosity in Laser Powder Bed Fusion	8