Cargando…

Defect Classification for Additive Manufacturing with Machine Learning

Additive manufacturing offers significant design freedom and the ability to selectively influence material properties. However, conventional processes like laser powder bed fusion for metals may result in internal defects, such as pores, which profoundly affect the mechanical characteristics of the...

Descripción completa

Detalles Bibliográficos
Autores principales:	Altmann, Mika León, Benthien, Thiemo, Ellendt, Nils, Toenjes, Anastasiya
Formato:	Online Artículo Texto
Lenguaje:	English
Publicado:	MDPI 2023
Materias:	Article
Acceso en línea:	https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10533092/ https://www.ncbi.nlm.nih.gov/pubmed/37763520 http://dx.doi.org/10.3390/ma16186242

Ejemplares similares

Programmable Density of Laser Additive Manufactured Parts by Considering an Inverse Problem
por: Altmann, Mika León, et al.
Publicado: (2022)

Feature-based volumetric defect classification in metal additive manufacturing
por: Poudel, Arun, et al.
Publicado: (2022)

Improving Manufacturing Applications of Machine Learning by Understanding Defect Classification and the Critical Error Threshold
por: Blondheim, David
Publicado: (2021)

Design and Additive Manufacturing of Porous Sound Absorbers—A Machine-Learning Approach
por: Kuschmitz, Sebastian, et al.
Publicado: (2021)

End-to-end deep learning framework for printed circuit board manufacturing defect classification
por: Bhattacharya, Abhiroop, et al.
Publicado: (2022)

FPGA-Based Acceleration on Additive Manufacturing Defects Inspection
por: Luo, Yawen, et al.
Publicado: (2021)

Acquiring Process Knowledge in Extrusion-Based Additive Manufacturing via Interpretable Machine Learning
por: Pelzer, Lukas, et al.
Publicado: (2023)

Deep Learning Applied to Defect Detection in Powder Spreading Process of Magnetic Material Additive Manufacturing
por: Chen, Hsin-Yu, et al.
Publicado: (2022)

Additive Manufacturing Processes in Medical Applications
por: Salmi, Mika
Publicado: (2021)

Image-based dataset of artifact surfaces fabricated by additive manufacturing with applications in machine learning
por: Lyu, Jiaqi, et al.
Publicado: (2022)

Controlling process instability for defect lean metal additive manufacturing
por: Qu, Minglei, et al.
Publicado: (2022)

Quality Prediction and Control in Wire Arc Additive Manufacturing via Novel Machine Learning Framework
por: Xiao, Xinyi, et al.
Publicado: (2022)

Modeling, Simulation and Data Processing for Additive Manufacturing
por: Salmi, Mika
Publicado: (2021)

Reliability and validity test of a novel three-dimensional acetabular bone defect classification system aided with additive manufacturing
por: Zhang, Jingwei, et al.
Publicado: (2022)

Exploring Machine Learning-Based Fault Monitoring for Polymer-Based Additive Manufacturing: Challenges and Opportunities
por: Sampedro, Gabriel Avelino R., et al.
Publicado: (2022)

Design of novel materials for additive manufacturing - Isotropic microstructure and high defect tolerance
por: Günther, J., et al.
Publicado: (2018)

A Sustainability-Based Expert System for Additive Manufacturing and CNC Machining
por: Perera, Josage Chathura, et al.
Publicado: (2023)

Customized Additive Manufacturing in Bone Scaffolds—The Gateway to Precise Bone Defect Treatment
por: Zhou, Juncen, et al.
Publicado: (2023)

Descriptors for High Throughput in Structural Materials Development
por: Steinbacher, Matthias, et al.
Publicado: (2019)

Additive manufacturing
por: Zhang, Jing, et al.
Publicado: (2018)

Multi-Task Learning of Scanning Electron Microscopy and Synthetic Thermal Tomography Images for Detection of Defects in Additively Manufactured Metals
por: Scott, Sarah, et al.
Publicado: (2023)

Machine Learning-Enabled Quantitative Analysis of Optically Obscure Scratches on Nickel-Plated Additively Manufactured (AM) Samples
por: Mengesha, Betelhiem N., et al.
Publicado: (2023)

Assessing the effect of manufacturing defects and non-Newtonian blood model on flow behaviors of additively manufactured Gyroid TPMS structures
por: Seehanam, Saran, et al.
Publicado: (2023)

Publisher Correction: Controlling process instability for defect lean metal additive manufacturing
por: Qu, Minglei, et al.
Publicado: (2022)

Applications of Additively Manufactured Tools in Abrasive Machining—A Literature Review
por: Deja, Mariusz, et al.
Publicado: (2021)

In situ X-ray imaging of defect and molten pool dynamics in laser additive manufacturing
por: Leung, Chu Lun Alex, et al.
Publicado: (2018)

Evaluation of the Performance of Atomic Diffusion Additive Manufacturing Electrodes in Electrical Discharge Machining
por: Bordón, Pablo, et al.
Publicado: (2022)

In vivo evaluation of additively manufactured multi-layered scaffold for the repair of large osteochondral defects
por: Tamaddon, Maryam, et al.
Publicado: (2022)

Insights Into Emissions and Exposures From Use of Industrial-Scale Additive Manufacturing Machines
por: Stefaniak, A.B., et al.
Publicado: (2019)

The influence of tool quality on the machining of additive manufactured and powder metallurgy titanium alloys
por: Ma, Junhui, et al.
Publicado: (2022)

Possibilities of Preoperative Medical Models Made by 3D Printing or Additive Manufacturing
por: Salmi, Mika
Publicado: (2016)

A High Temperature Drop-On-Demand Droplet Generator for Metallic Melts
por: Imani Moqadam, Saeedeh, et al.
Publicado: (2019)

Microstructure Adjustment of Spherical Micro-samples for High-Throughput Analysis Using a Drop-on-Demand Droplet Generator
por: Imani Moqadam, Saeedeh, et al.
Publicado: (2019)

Living Additive Manufacturing
por: Shanmugam, Sivaprakash, et al.
Publicado: (2017)

Additive Manufacturing of Polyolefins
por: Christakopoulos, Fotis, et al.
Publicado: (2022)

Topology Optimization of the Clutch Lever Manufactured by Additive Manufacturing
por: Mikulikova, Aleksandra, et al.
Publicado: (2023)

Automatic detection and classification of manufacturing defects in metal boxes using deep neural networks
por: Essid, Oumayma, et al.
Publicado: (2018)

Histological Evaluation of Porous Additive-Manufacturing Titanium Artificial Bone in Rat Calvarial Bone Defects
por: Imagawa, Naoko, et al.
Publicado: (2021)

Correlation between surface texture and internal defects in laser powder-bed fusion additive manufacturing
por: Yonehara, Makiko, et al.
Publicado: (2021)

Additively manufactured pure zinc porous scaffolds for critical-sized bone defects of rabbit femur
por: Xia, Dandan, et al.
Publicado: (2022)

Cannot write session to /tmp/vufind_sessions/sess_j1pf0g572ucii3kvnnnldts08s