[HTML][HTML] Research challenges, quality control and monitoring strategy for Wire Arc Additive Manufacturing

MR Zahidin, F Yusof, SHA Rashid, S Mansor… - Journal of Materials …, 2023 - Elsevier
Metal additive manufacturing is a high-growth process owing to the capability of producing
parts with complicated geometries and custom facets for various applications. The low …

Applying machine learning to wire arc additive manufacturing: a systematic data-driven literature review

A Hamrani, A Agarwal, A Allouhi… - Journal of Intelligent …, 2024 - Springer
Due to its unique benefits over standard conventional “subtractive” manufacturing, additive
manufacturing is attracting growing interest in academic and industrial sectors. Here, special …

[HTML][HTML] Experimental investigations on mechanical properties of multi-layered structure fabricated by GMAW-based WAAM of SS316L

J Vora, H Parmar, R Chaudhari, S Khanna… - Journal of materials …, 2022 - Elsevier
In the present study, the Gas metal arc welding (GMAW) based Wire-arc additive
manufacturing (WAAM) process was used to fabricate a multi-layered structure at optimized …

Recent progress of sensing and machine learning technologies for process monitoring and defects detection in wire arc additive manufacturing

Y Guo, Y Zhang, Z Pan, W Zhou - Journal of Manufacturing Processes, 2024 - Elsevier
Abstract Wire Arc Additive Manufacturing possesses advantages of high deposition rate and
low cost compared with other metal additive manufacturing processes. However, potential …

Dental materials applied to 3D and 4D printing technologies: a review

HX Cai, X Xu, X Lu, M Zhao, Q Jia, HB Jiang, JS Kwon - Polymers, 2023 - mdpi.com
As computer-aided design and computer-aided manufacturing (CAD/CAM) technologies
have matured, three-dimensional (3D) printing materials suitable for dentistry have attracted …

Indirect porosity detection and root-cause identification in WAAM

JYII Alcaraz, W Foqué, A Sharma… - Journal of Intelligent …, 2024 - Springer
Due to the complexity of the Wire-arc Additive Manufacturing (WAAM) process, it is prone to
the occurrence of defects in the product. One of the most common defects is porosity, which …

[HTML][HTML] Research of surface oxidation defects in copper alloy wire arc additive manufacturing based on time-frequency analysis and deep learning method

T Zhang, C Xu, J Cheng, Z Chen, L Wang… - Journal of Materials …, 2023 - Elsevier
In this paper a novel method was proposed for monitoring the defects of surface oxidation in
copper alloy wire arc additive manufacturing (WAAM) which using voltage sensor. Due to …

CNN architecture-based hybrid fusion model for in-situ monitoring to fabricate metal matrix composite by laser melt injection

H Xu, H Huang - Journal of Intelligent Manufacturing, 2023 - Springer
Laser melt injection (LMI) provides a new route for fabricating multi-material components
with tailored physical performance and distributed functional properties. However, the …

Advances in welding sensing information processing and modelling technology: an overview

A Mehta, H Vasudev - Journal of Adhesion Science and …, 2024 - Taylor & Francis
The above article is about research for implementing a visual monitor that evaluates the
weld penetration during pulsed tungsten arc gas (GTAW) welding which used active shape …

[HTML][HTML] Prediction of variable-groove weld penetration using texture features of infrared thermal images and machine learning methods

R Yu, S Guo, Y Huang, H Dai, S Qiu, Y Peng… - Journal of Materials …, 2023 - Elsevier
When workpieces with varying grooves are welded, changes in the groove angle of the base
metal can affect the butt weld penetration, thus affecting the final weld forming quality …