Vision-based melt pool monitoring for wire-arc additive manufacturing using deep learning method

Steel-copper functionally graded material produced by twin-wire and arc additive manufacturing (T-WAAM)

(2021) Tiago A. Rodrigues et al.   MATERIALS & DESIGN

Multi-layer deposition mechanism in ultra high-frequency pulsed wire arc additive manufacturing (WAAM) of NiTi shape memory alloys

(2021) W.C. Ke et al.   Additive Manufacturing

Wire and arc additive manufacturing of a Ni-rich NiTi shape memory alloy: Microstructure and mechanical properties

(2020) Z. Zeng et al.   Additive Manufacturing

Vision based defects detection for Keyhole TIG welding using deep learning with visual explanation

(2020) Chunyang Xia et al.   Journal of Manufacturing Processes

Model predictive control of layer width in wire arc additive manufacturing

(2020) Chunyang Xia et al.   Journal of Manufacturing Processes

Towards a multi-sensor monitoring methodology for AM metallic processes

(2019) A. Chabot et al.   Welding in the World

Machine learning-based image processing for on-line defect recognition in additive manufacturing

(2019) Alessandra Caggiano et al.   CIRP ANNALS-MANUFACTURING TECHNOLOGY

Introduction to the design rules for Metal Big Area Additive Manufacturing

(2019) Clayton Greer et al.   Additive Manufacturing

DeepWelding: A Deep Learning Enhanced Approach to GTAW Using Multisource Sensing Images

(2019) Yunhe Feng et al.   IEEE Transactions on Industrial Informatics

Investigation of humping phenomenon for the multi-directional robotic wire and arc additive manufacturing

(2019) Lei Yuan et al.   ROBOTICS AND COMPUTER-INTEGRATED MANUFACTURING

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

A deep neural network for classification of melt-pool images in metal additive manufacturing

(2018) Ohyung Kwon et al.   JOURNAL OF INTELLIGENT MANUFACTURING

A Hybrid CNN–LSTM Algorithm for Online Defect Recognition of CO2 Welding

(2018) Tianyuan Liu et al.   SENSORS

Quality monitoring in wire-arc additive manufacturing based on cooperative awareness of spectrum and vision

(2018) Zhuang Zhao et al.   OPTIK

A wire deflection detection method based on image processing in wire + arc additive manufacturing

(2016) Qiang Zhan et al.   INTERNATIONAL JOURNAL OF ADVANCED MANUFACTURING TECHNOLOGY

Stable keyhole welding process with K-TIG

(2016) ZuMing Liu et al.   JOURNAL OF MATERIALS PROCESSING TECHNOLOGY

Wire + Arc Additive Manufacturing

(2016) S. W. Williams et al.   MATERIALS SCIENCE AND TECHNOLOGY

Deep learning in neural networks: An overview

(2015) Jürgen Schmidhuber   NEURAL NETWORKS

A study of the mechanical properties of objects built through weld-deposition

(2013) Simhambhatla Suryakumar et al.   PROCEEDINGS OF THE INSTITUTION OF MECHANICAL ENGINEERS PART B-JOURNAL OF ENGINEERING MANUFACTURE