Cover Image

Efficient Semi-Automated Material Microstructure Analysis Using Deep Learning: A Case Study in Additive Manufacturing

Fuente: arXiv

Saved in:

Bibliographic Details
Main Authors:	Navaratna, Sanjeev S., Thawari, Nikhil, Mari, Gunashekhar, P, Amritha V, Amirthalingam, Murugaiyan, Batra, Rohit
Format:	Preprint
Published:	2026
Subjects:	Computer Vision and Pattern Recognition Materials Science Machine Learning
Online Access:	Acceder al recurso
Tags:	Add Tag No Tags, Be the first to tag this record!

Similar Items

Active Learning Guided Computational Discovery of 2D Materials with Large Spin Hall Conductivity
by: Kale, Abhijeet J., et al.
Published: (2025)

Numerical Modeling of Liquid Wall Flows for Fusion Energy Applications Using Maxwell-Navier-Stokes Equations
by: Murugaiyan, Suresh, et al.
Published: (2024)

Macrogyrodactylus polypteri Malberg on Polypterus senegalus in the Sudan
by: Amirthalingam, C.
Published: (1964)

Topological Line Defect Waveguide
by: Nikhil Navaratna, et al.
Published: (2025)

Residual Stress Characterization and Microstructure Evolution Analysis of Additively Manufactured IN718 Superalloy
by: Cong Li, et al.
Published: (2025)

Triaxial Analysis of Mechanical Properties in Additively Manufactured Layered Material
by: Ghoulem Ifrene, et al.
Published: (2025)

Monolithic Terahertz Topological Mach‐Zehnder Interferometer
by: Nikhil Navaratna, et al.
Published: (2025)

Progress and Opportunities for Machine Learning in Materials and Processes of Additive Manufacturing
by: Wei Long Ng, et al.
Published: (2024)

Magnetron Sputtering as a Microstructural Screening Tool for Laser Additive Manufacturing: Study on Ni Superalloys
by: Daniel C. Goodelman, et al.
Published: (2024)

Enhancing Experimental Efficiency in Materials Design: A Comparative Study of Taguchi and Machine Learning Methods
by: Prabhu, Shyam, et al.
Published: (2025)

Unravelling Microstructure Selection in an Additively Manufactured Eutectic High‐Entropy Alloy
by: Shengbiao Zhang, et al.
Published: (2025)

Adaptive Resolution and Chroma Subsampling for Energy-Efficient Video Coding
by: Premkumar, Amritha, et al.
Published: (2026)

Laser Scan Path Design for Controlled Microstructure in Additive Manufacturing with Integrated Reduced-Order Phase-Field Modeling and Deep Reinforcement Learning
by: Twumasi, Augustine, et al.
Published: (2025)

Review of Machine Learning Methods for Additive Manufacturing of Functionally Graded Materials
by: Karimzadeh, Mohammad, et al.
Published: (2023)

The Coupled Effects of Microstructure and Topology on the Piezoelectricity of Additively Manufactured Bi‐Continuous Piezocomposites
by: W.‐H. Yang, et al.
Published: (2025)

Effect of Hot Deformation on Microstructure and Porosity of Additively Manufactured 7050 Al Alloy
by: Heng Su, et al.
Published: (2024)

Trajectory Optimization for Spatial Microstructure Control in Electron Beam Metal Additive Manufacturing
by: Khrenov, Mikhail, et al.
Published: (2024)

Computational, Data-Driven, and Physics-Informed Machine Learning Approaches for Microstructure Modeling in Metal Additive Manufacturing
by: Patel, D., et al.
Published: (2025)

Force Controlled Printing for Material Extrusion Additive Manufacturing
by: Guidetti, Xavier, et al.
Published: (2024)

Characterization of Additive Manufacturing Materials for String Assembly in Cleanroom
by: Bernardini, Jacopo, et al.
Published: (2024)

Silicone Rheological Properties for Material Extrusion Additive Manufacturing
by: Wenbo Liu, et al.
Published: (2025)

The Resolution–Throughput Conflict In Material Extrusion Additive Manufacturing
by: Jochen Mueller
Published: (2026)

Special Issue Editorial: Advanced Materials for Additive Manufacturing
by: Kun Zhou, et al.
Published: (2024)

Predicting Time-Dependent Flow Over Complex Geometries Using Operator Networks
by: Rabeh, Ali, et al.
Published: (2025)

Additive Manufacturing of Composite Materials and Functionally Graded Structures Using Archerfish Hunting Technique
by: B. Vijaya Prakash, et al.
Published: (2024)

Automated Extraction of Multicomponent Alloy Data Using Large Language Models for Sustainable Design
by: Sundaram, Aravindan Kamatchi, et al.
Published: (2026)

An Automated Machine Learning Approach to Inkjet Printed Component Analysis: A Step Toward Smart Additive Manufacturing
by: Sahu, Abhishek, et al.
Published: (2024)

Advanced Deep Operator Networks to Predict Multiphysics Solution Fields in Materials Processing and Additive Manufacturing
by: Kushwaha, Shashank, et al.
Published: (2024)

Microstructure, Hardness, and Tensile Properties of Additively Manufactured Low‐Alloy Steel: A Review
by: Ezazul Haque Sabuz, et al.
Published: (2025)

Minimizing Thermal and Microstructural Variations in Hybrid Additively Manufactured Aluminum Alloys: A Review
by: Samson Dare Oguntuyi, et al.
Published: (2026)

New Materials for Additive Manufacturing: Thermal and Spectroscopic Analysis of pa 12–Clay Composites
by: Joyce Batista Azevedo, et al.
Published: (2026)

Photonic Supercoupling in Silicon Topological Waveguides
by: Jia, Ridong, et al.
Published: (2024)

Photonic Supercoupling in Silicon Topological Waveguides
by: Ridong Jia, et al.
Published: (2024)

On‐Chip Sensing with Slow Light Topological Cavities
by: Bodhan Chakraborty, et al.
Published: (2025)

CutisAI: Deep Learning Framework for Automated Dermatology and Cancer Screening
by: Kaushik, Rohit, et al.
Published: (2026)

Smart Materials and Alloys for Additive Manufacturing Integration: A Review
by: Soori, Mohsen, et al.
Published: (2025)

Material Extrusion Additive Manufacturing of Composite Laminates: Printability and Characterizations
by: Frank Haile, et al.
Published: (2025)

Additive Manufacturing with Cellulose‐Based Composites: Materials, Modeling, and Applications
by: Shuvodeep De, et al.
Published: (2024)

Mechanical characterization and puncture resistance of 3D‐printed PLA lattice structures
by: Megavannan Mani, et al.
Published: (2024)

Discovery of Spatter Constitutive Models in Additive Manufacturing Using Machine Learning
by: Ajenifujah, Olabode T., et al.
Published: (2025)