Hybrid sparse convolutional neural networks for predicting manufacturability of visual defects of laser powder bed fusion processes

Toward in-situ flaw detection in laser powder bed fusion additive manufacturing through layerwise imagery and machine learning

(2021) Zackary Snow et al.   JOURNAL OF MANUFACTURING SYSTEMS

Controlling the Properties of Additively Manufactured Cellular Structures Using Machine Learning Approaches

(2020) Hany Hassanin et al.   ADVANCED ENGINEERING MATERIALS

An experimental methodology to analyse the structural behaviour of FDM parts with variable process parameters

(2020) Steffany N. Cerda-Avila et al.   RAPID PROTOTYPING JOURNAL

Deep learning–based stress prediction for bottom-up SLA 3D printing process

(2019) Aditya Khadilkar et al.   INTERNATIONAL JOURNAL OF ADVANCED MANUFACTURING TECHNOLOGY

Deep learning-based tensile strength prediction in fused deposition modeling

(2019) Jianjing Zhang et al.   COMPUTERS IN INDUSTRY

Image analysis-based closed loop quality control for additive manufacturing with fused filament fabrication

(2019) Chenang Liu et al.   JOURNAL OF MANUFACTURING SYSTEMS

Prediction of surface roughness in extrusion-based additive manufacturing with machine learning

(2019) Zhixiong Li et al.   ROBOTICS AND COMPUTER-INTEGRATED MANUFACTURING

Applying Neural-Network-Based Machine Learning to Additive Manufacturing: Current Applications, Challenges, and Future Perspectives

(2019) Xinbo Qi et al.   Engineering

Metal additive manufacturing in the commercial aviation industry: A review

(2019) Annamaria Gisario et al.   JOURNAL OF MANUFACTURING SYSTEMS

How to integrate additive manufacturing technologies into manufacturing systems successfully: A perspective from the commercial vehicle industry

(2019) Li Yi et al.   JOURNAL OF MANUFACTURING SYSTEMS

Multiscale topology optimization using neural network surrogate models

(2018) Daniel A. White et al.   COMPUTER METHODS IN APPLIED MECHANICS AND ENGINEERING

Prediction of residual stress profile and optimization of surface conditions induced by laser shock peening process using artificial neural networks

(2018) M. Ayeb et al.   INTERNATIONAL JOURNAL OF ADVANCED MANUFACTURING TECHNOLOGY

Deep Reinforcement Learning: A Brief Survey

(2017) Kai Arulkumaran et al.   IEEE SIGNAL PROCESSING MAGAZINE

Deep learning

(2015) Yann LeCun et al.   NATURE

On design for additive manufacturing: evaluating geometrical limitations

(2015) Guido A. O. Adam et al.   RAPID PROTOTYPING JOURNAL

Dynamic Simulation of Soft Multimaterial 3D-Printed Objects

(2014) Jonathan Hiller et al.   Soft Robotics