[HTML][HTML] Review and analysis of modern laser beam welding processes

A Klimpel - Materials, 2024 - mdpi.com
Laser beam welding is the most modern and promising process for the automatic or
robotized welding of structures of the highest Execution Class, EXC3-4, which are made of a …

Online visual monitoring method for liquid rocket engine nozzle welding based on a multi-task deep learning model

Y Zhou, B Chang, H Zou, L Sun, L Wang… - Journal of Manufacturing …, 2023 - Elsevier
Online quality monitoring is important in liquid rocket engine nozzle (LREN) welding
procedures. Convolutional neural networks (CNNs) are widely applied in welding quality …

Cross-attention-based multi-sensing signals fusion for penetration state monitoring during laser welding of aluminum alloy

L Cao, J Li, L Zhang, S Luo, M Li, X Huang - Knowledge-Based Systems, 2023 - Elsevier
A precision multi-sensor monitoring strategy is required to meet the challenges posed by
increasingly complex products and manufacturing processes during laser welding. In this …

Machine learning-based in-process monitoring for laser deep penetration welding: A survey

R Lu, M Lou, Y Xia, S Huang, Z Li, T Lyu, Y Wu… - … Applications of Artificial …, 2024 - Elsevier
In-process monitoring (IPM) of laser deep penetration welding (LDPW) has witnessed a
rapid growth in approaches that embrace machine learning algorithms, utilizing raw sensor …

[HTML][HTML] Predicting laser penetration welding states of high-speed railway Al butt-lap joint based on EEMD-SVM

Y Liu, B Yang, X Han, C Tan, F Liu, Z Zeng… - Journal of Materials …, 2022 - Elsevier
The Al butt-lap joints are widely applied in China Railway High-speed (CRH) trains body
joints. However, the gaps caused by the thermal deformation in Al butt-lap joints lead to the …

A novel period-sensitive LSTM for laser welding quality prediction

T Liu, J Bao - IEEE Transactions on Industrial Informatics, 2024 - ieeexplore.ieee.org
The geometric features of the keyhole directly reflect the quality of laser welding. However,
predicting welding quality online has been a challenge in both engineering and academia …

Unveiling mechanisms and onset threshold of humping in high-speed laser welding

ZH Lai, S Xu, SJ Clark, K Fezzaa, J Li - Nature communications, 2024 - nature.com
The fabrication of fuel cells relies on a rapid laser welding process. However, challenges
arise with the occurrence of humping when the welding speed surpasses a critical threshold …

Active control effect of shielding gas flow on high-power fiber laser welding plume

J Zou, S Xie, H Kong, T Liu, C Fang… - Journal of Laser …, 2024 - pubs.aip.org
Plume are common physical phenomena in fiber laser keyhole welding and have serious
negative effects on the welding process. Based on this, this paper explores the regulation …

A data-driven time-sequence feature-based composite network of time-distributed CNN-LSTM for detecting pore defects in laser penetration welding

S Yan, B Chen, C Tan, X Song, G Wang - Journal of Intelligent …, 2024 - Springer
The pore in laser penetration welding significantly deteriorates the mechanical property, and
is an important criterion for evaluating the product quality. The intelligent diagnosis of …

Online judgment of laser welding process based on time-frequency analyses of in-situ high-speed optical signals

Y Zhang, X Gao, D You, X Jiang - Optik, 2022 - Elsevier
An immediate and accurate judgment of laser welding quality is crucial to automobile,
shipbuilding, power battery, and many other manufacturing industries. Optical radiation is …