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Powder-Bed Fusion Process Monitoring by Machine Vision With Hybrid Convolutional Neural Networks 期刊论文
IEEE TRANSACTIONS ON INDUSTRIAL INFORMATICS, 2020, 卷号: 16
作者:  Zhang, Yingjie;  Soon, Hong Geok;  Ye, Dongsen;  Fuh, Jerry Ying Hsi;  Zhu, Kunpeng
收藏  |  浏览/下载：33/0  |  提交时间：2020/10/26
Feature extraction  Cameras  Fiber lasers  Laser modes  Convolutional neural nets  Additive manufacturing  condition monitoring  convolutional neural networks (CNNs)  melt-pool-affected zone  powder-bed fusion (PBF)  
The investigation of plume and spatter signatures on melted states in selective laser melting 期刊论文
OPTICS AND LASER TECHNOLOGY, 2019, 卷号: 111, 页码: 395-406
作者:  Ye, Dongsen;  Zhu, Kunpeng;  Fuh, Jerry Ying Hsi;  Zhang, Yingjie;  Soon, Hong Geok
收藏  |  浏览/下载：67/0  |  提交时间：2019/12/25
Plume  Spatter  Selective laser melting  Monitoring  Melted state detection  
Extraction and evaluation of melt pool, plume and spatter information for powder-bed fusion AM process monitoring 期刊论文
MATERIALS & DESIGN, 2018, 卷号: 156, 页码: 458-469
作者:  Zhang, Yingjie;  Hong, Geok Soon;  Ye, Dongsen;  Zhu, Kunpeng;  Fuh, Jerry Y. H.
收藏  |  浏览/下载：69/0  |  提交时间：2019/11/11
Additive manufacturing (AM)  Powder-bed fusion  Melt pool, plume and spatter  Statistical process monitoring  Support vector machines (SVM)  Convolutional neural network (CNN)  
In situ monitoring of selective laser melting using plume and spatter signatures by deep belief networks 期刊论文
ISA TRANSACTIONS, 2018, 卷号: 81, 页码: 96-104
作者:  Ye, Dongsen;  Fuh, Jerry Ying Hsi;  Zhang, Yingjie;  Hong, Geok Soon;  Zhu, Kunpeng
Adobe PDF(2147Kb)  |  收藏  |  浏览/下载：111/42  |  提交时间：2019/01/11
Deep belief network  Selective laser melting  Melted state recognition  Plume and patter  Process monitoring  
Defect detection in selective laser melting technology by acoustic signals with deep belief networks 期刊论文
INTERNATIONAL JOURNAL OF ADVANCED MANUFACTURING TECHNOLOGY, 2018, 卷号: 96, 期号: 5-8, 页码: 2791-2801
作者:  Ye, Dongsen;  Hong, Geok Soon;  Zhang, Yingjie;  Zhu, Kunpeng;  Fuh, Jerry Ying Hsi
浏览  |  Adobe PDF(2698Kb)  |  收藏  |  浏览/下载：111/49  |  提交时间：2019/06/03
Additive manufacturing  Deep belief networks  Fast Fourier transform  Defect detection