A review on recent advances in vision-based defect recognition towards industrial intelligence
In modern manufacturing, vision-based defect recognition is an essential technology to
guarantee product quality, and it plays an important role in industrial intelligence. With the …
guarantee product quality, and it plays an important role in industrial intelligence. With the …
Application of sensing techniques and artificial intelligence-based methods to laser welding real-time monitoring: A critical review of recent literature
Laser welding has been widely utilized in various industries. Effective real-time monitoring
technologies are critical for improving welding efficiency and guaranteeing the quality of …
technologies are critical for improving welding efficiency and guaranteeing the quality of …
Automated defect inspection system for metal surfaces based on deep learning and data augmentation
Recent efforts to create a smart factory have inspired research that analyzes process data
collected from Internet of Things (IOT) sensors, to predict product quality in real time. This …
collected from Internet of Things (IOT) sensors, to predict product quality in real time. This …
Machine learning with domain knowledge for predictive quality monitoring in resistance spot welding
Digitalisation trends of Industry 4.0 and Internet of Things led to an unprecedented growth of
manufacturing data. This opens new horizons for data-driven methods, such as Machine …
manufacturing data. This opens new horizons for data-driven methods, such as Machine …
An automatic welding defect location algorithm based on deep learning
Welding production has a pivotal role in the modern manufacturing industry. However,
welding defects are frequently generated during the complex welding production process …
welding defects are frequently generated during the complex welding production process …
Real-time penetration state monitoring using convolutional neural network for laser welding of tailor rolled blanks
Z Zhang, B Li, W Zhang, R Lu, S Wada… - Journal of Manufacturing …, 2020 - Elsevier
In this paper, an innovative monitoring system capable of diagnosing the penetration state
during the laser welding process is introduced, which consists of two main blocks: a coaxial …
during the laser welding process is introduced, which consists of two main blocks: a coaxial …
Review on computer aided weld defect detection from radiography images
W Hou, D Zhang, Y Wei, J Guo, X Zhang - Applied Sciences, 2020 - mdpi.com
The weld defects inspection from radiography films is critical for assuring the serviceability
and safety of weld joints. The various limitations of human interpretation made the …
and safety of weld joints. The various limitations of human interpretation made the …
Progress and perspectives of in-situ optical monitoring in laser beam welding: Sensing, characterization and modeling
Laser beam welding manufacturing (LBW), being a promising joining technology with
superior capabilities of high-precision, good-flexibility and deep penetration, has attracted …
superior capabilities of high-precision, good-flexibility and deep penetration, has attracted …
Real-time defect identification of narrow overlap welds and application based on convolutional neural networks
R Miao, Z Shan, Q Zhou, Y Wu, L Ge, J Zhang… - Journal of Manufacturing …, 2022 - Elsevier
To improve the quality of narrow overlap welds and reduce cost during the high-strength
production, it is essential to detect weld defects promptly by identification of the type of …
production, it is essential to detect weld defects promptly by identification of the type of …
An automatic deep segmentation network for pixel-level welding defect detection
Accurate welding defect location is of great significance to modern manufacturing, which
could be used for accurate quality evaluation and precise repairing decision-making basis of …
could be used for accurate quality evaluation and precise repairing decision-making basis of …