Ausgabe 8/2023
Inhalt (20 Artikel)
A review of machine learning techniques for process and performance optimization in laser beam powder bed fusion additive manufacturing
Jia Liu, Jiafeng Ye, Daniel Silva Izquierdo, Aleksandr Vinel, Nima Shamsaei, Shuai Shao
A systematic review of data-driven approaches to fault diagnosis and early warning
Peng Jieyang, Andreas Kimmig, Wang Dongkun, Zhibin Niu, Fan Zhi, Wang Jiahai, Xiufeng Liu, Jivka Ovtcharova
A systematic review on data of additive manufacturing for machine learning applications: the data quality, type, preprocessing, and management
Ying Zhang, Mutahar Safdar, Jiarui Xie, Jinghao Li, Manuel Sage, Yaoyao Fiona Zhao
A universal predictor-based machine learning model for optimal process maps in laser powder bed fusion process
Zhaochen Gu, Shashank Sharma, Daniel A. Riley, Mangesh V. Pantawane, Sameehan S. Joshi, Song Fu, Narendra B. Dahotre
Cross-domain adaptation network based on attention mechanism for tool wear prediction
Jianliang He, Yuxin Sun, Chen Yin, Yan He, Yulin Wang
Manufacturing process classification based on heat kernel signature and convolutional neural networks
Zhichao Wang, David Rosen
Meta-FSDet: a meta-learning based detector for few-shot defects of photovoltaic modules
Shijie Wang, Haiyong Chen, Kun Liu, Ying Zhou, Huichuan Feng
An online intelligent method for roller path design in conventional spinning
Pengfei Gao, Xinggang Yan, Yao Wang, Hongwei Li, Mei Zhan, Fei Ma, Mingwang Fu
Integrated scheduling of production, inventory and imperfect maintenance based on mutual feedback of supplier and demander in distributed environment
Zhen Wang, Qianwang Deng, Like Zhang, Xiaoyan Liu
SPECTRE: a deep learning network for posture recognition in manufacturing
Marianna Ciccarelli, Flavio Corradini, Michele Germani, Giacomo Menchi, Leonardo Mostarda, Alessandra Papetti, Marco Piangerelli
Unified discriminant manifold learning for rotating machinery fault diagnosis
Changyuan Yang, Sai Ma, Qinkai Han
A novel feature-fusion-based end-to-end approach for remaining useful life prediction
Qiwu Zhu, Qingyu Xiong, Zhengyi Yang, Yang Yu
Few-shot defect recognition of metal surfaces via attention-embedding and self-supervised learning
Zhenyu Liu, Yiguo Song, Ruining Tang, Guifang Duan, Jianrong Tan
Augmented arithmetic optimization algorithm using opposite-based learning and lévy flight distribution for global optimization and data clustering
Laith Abualigah, Mohamed Abd Elaziz, Dalia Yousri, Mohammed A. A. Al-qaness, Ahmed A. Ewees, Raed Abu Zitar
Conductive particle detection via efficient encoder–decoder network
Yuanyuan Wang, Ling Ma, Lihua Jian, Huiqin Jiang
CNN and ensemble learning based wafer map failure pattern recognition based on local property based features
Minghao Piao, Cheng Hao Jin
Optimization of injection molding process using multi-objective bayesian optimization and constrained generative inverse design networks
Jiyoung Jung, Kundo Park, Byungjin Cho, Jinkyoo Park, Seunghwa Ryu
A cyber-physical prototype system in augmented reality using RGB-D camera for CNC machining simulation
PengYu Wang, Wen-An Yang, YouPeng You