Ausgabe 4/2024
Inhalt (25 Artikel)
Process monitoring and machine learning for defect detection in laser-based metal additive manufacturing
T. Herzog, M. Brandt, A. Trinchi, A. Sola, A. Molotnikov
Federated transfer learning for auxiliary classifier generative adversarial networks: framework and industrial application
Wei Guo, Yijin Wang, Xin Chen, Pingyu Jiang
Multidomain variance-learnable prototypical network for few-shot diagnosis of novel faults
Jianyu Long, Yibin Chen, Huiyu Huang, Zhe Yang, Yunwei Huang, Chuan Li
Coupling of an analytical rolling model and reinforcement learning to design pass schedules: towards properties controlled hot rolling
C. Idzik, A. Krämer, G. Hirt, J. Lohmar
Power spectral density moment of having defective 3D printed plastic beams under moving load based on deep learning
Thanh Q. Nguyen, Nghi N. Nguyen, Xuan Van Tran
Flexible job shop scheduling with preventive maintenance consideration
Michael Mario Wocker, Frederik Ferid Ostermeier, Tobias Wanninger, Ronny Zwinkau, Jochen Deuse
Anticipatory analysis of AGV trajectory in a 5G network using machine learning
Alberto Mozo, Stanislav Vakaruk, J. Enrique Sierra-García, Antonio Pastor
A framework and method for equipment digital twin dynamic evolution based on IExATCN
Kunyu Wang, Lin Zhang, Zidi Jia, Hongbo Cheng, Han Lu, Jin Cui
A novel 2.5D machining feature recognition method based on ray blanking algorithm
Peng Shi, Xiaomeng Tong, Maolin Cai, Shuai Niu
Indirect porosity detection and root-cause identification in WAAM
Joselito Yam II Alcaraz, Wout Foqué, Abhay Sharma, Tegoeh Tjahjowidodo
Automatic quality control of aluminium parts welds based on 3D data and artificial intelligence
Angelo Cardellicchio, Massimiliano Nitti, Cosimo Patruno, Nicola Mosca, Maria di Summa, Ettore Stella, Vito Renò
Genetic algorithm optimization based on manufacturing prediction for an efficient tolerance allocation approach
Maroua Ghali, Sami Elghali, Nizar Aifaoui
Visual analytics for digital twins: a conceptual framework and case study
Hangbin Zheng, Tianyuan Liu, Jiayu Liu, Jinsong Bao
A deep learning framework for defect prediction based on thermographic in-situ monitoring in laser powder bed fusion
Simon Oster, Philipp P. Breese, Alexander Ulbricht, Gunther Mohr, Simon J. Altenburg
A dual-attention feature fusion network for imbalanced fault diagnosis with two-stream hybrid generated data
Chenze Wang, Han Wang, Min Liu
Data-driven indirect punch wear monitoring in sheet-metal stamping processes
Martin Unterberg, Marco Becker, Philipp Niemietz, Thomas Bergs
A fast spatio-temporal temperature predictor for vacuum assisted resin infusion molding process based on deep machine learning modeling
Runyu Zhang, Yingjian Liu, Thomas Zheng, Sarah Eddin, Steven Nolet, Yi-Ling Liang, Shaghayegh Rezazadeh, Joseph Wilson, Hongbing Lu, Dong Qian
High-precision point cloud registration system of multi-view industrial self-similar workpiece based on super-point space guidance
Xingguo Wang, Xiaoyu Chen, Zhuang Zhao, Yi Zhang, Dongliang Zheng, Jing Han
Developing an explainable hybrid deep learning model in digital transformation: an empirical study
Ming-Chuan Chiu, Yu-Hsiang Chiang, Jing-Er Chiu
GAN-based statistical modeling with adaptive schemes for surface defect inspection of IC metal packages
Zhenshuang Wu, Nian Cai, Kaiqiong Chen, Hao Xia, Shuai Zhou, Han Wang
Process parameter optimization for reproducible fabrication of layer porosity quality of 3D-printed tissue scaffold
Andrew Chung Chee Law, Rongxuan Wang, Jihoon Chung, Ezgi Kucukdeger, Yang Liu, Ted Barron, Blake N. Johnson, Zhenyu Kong
Learning the manufacturing capabilities of machining and finishing processes using a deep neural network model
Changxuan Zhao, Shreyes N. Melkote
Attention-driven transfer learning framework for dynamic model guided time domain chatter detection
Chen Yin, Yulin Wang, Jeong Hoon Ko, Heow Pueh Lee, Yuxin Sun
A multi-task learning-based optimization approach for finding diverse sets of microstructures with desired properties
Tarek Iraki, Lukas Morand, Johannes Dornheim, Norbert Link, Dirk Helm