A method for melt pool state monitoring in laser-based direct energy deposition based on DenseNet

Failure classification of porous additively manufactured parts using Deep Learning

(2022) Kyle L. Johnson et al.   COMPUTATIONAL MATERIALS SCIENCE

Directed energy deposition (DED) additive manufacturing: Physical characteristics, defects, challenges and applications

(2021) David Svetlizky et al.   Materials Today

Deep learning prediction of stress fields in additively manufactured metals with intricate defect networks

(2021) Brendan P. Croom et al.   MECHANICS OF MATERIALS

Process performance evaluation and classification via in-situ melt pool monitoring in directed energy deposition

(2021) Deniz Sera Ertay et al.   CIRP Journal of Manufacturing Science and Technology

Real–time prediction of penetration depths of laser surface melting based on coaxial visual monitoring

(2020) Zi-jue Tang et al.   OPTICS AND LASERS IN ENGINEERING

A review on in situ monitoring technology for directed energy deposition of metals

(2020) Zi-jue Tang et al.   INTERNATIONAL JOURNAL OF ADVANCED MANUFACTURING TECHNOLOGY

An improved methodology of melt pool monitoring of direct energy deposition processes

(2020) Robert Sampson et al.   OPTICS AND LASER TECHNOLOGY

Effect of Process Parameters on Defects, Melt Pool Shape, Microstructure, and Tensile Behavior of 316L Stainless Steel Produced by Selective Laser Melting

(2020) Hua-Zhen Jiang et al.   Acta Metallurgica Sinica-English Letters

Metal additive manufacturing: Technology, metallurgy and modelling

(2020) Shaun Cooke et al.   Journal of Manufacturing Processes

Powder-Bed Fusion Process Monitoring by Machine Vision With Hybrid Convolutional Neural Networks

(2019) Yingjie Zhang et al.   IEEE Transactions on Industrial Informatics

Online quality inspection using Bayesian classification in powder-bed additive manufacturing from high-resolution visual camera images

(2018) Masoumeh Aminzadeh et al.   JOURNAL OF INTELLIGENT MANUFACTURING

Melt pool sensing and size analysis in laser powder-bed metal additive manufacturing

(2018) Bo Cheng et al.   Journal of Manufacturing Processes

Process monitoring and inspection systems in metal additive manufacturing: Status and applications

(2017) Zhong Yang Chua et al.   International Journal of Precision Engineering and Manufacturing-Green Technology

Laser powder-bed fusion additive manufacturing: Physics of complex melt flow and formation mechanisms of pores, spatter, and denudation zones

(2016) Saad A. Khairallah et al.   ACTA MATERIALIA

On the role of melt flow into the surface structure and porosity development during selective laser melting

(2015) Chunlei Qiu et al.   ACTA MATERIALIA

Deep learning

(2015) Yann LeCun et al.   NATURE

A Review on Process Monitoring and Control in Metal-Based Additive Manufacturing

(2014) Gustavo Tapia et al.   JOURNAL OF MANUFACTURING SCIENCE AND ENGINEERING-TRANSACTIONS OF THE ASME

Intelligent modeling for estimating weld bead width and depth of penetration from infra-red thermal images of the weld pool

(2013) N. Chandrasekhar et al.   JOURNAL OF INTELLIGENT MANUFACTURING

Melt Pool Temperature Control for Laser Metal Deposition Processes—Part I: Online Temperature Control

(2010) Lie Tang et al.   JOURNAL OF MANUFACTURING SCIENCE AND ENGINEERING-TRANSACTIONS OF THE ASME