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Physics-Guided Deep Learning Method for Tool Condition Monitoring in Smart Machining System 期刊论文
IEEE-ASME TRANSACTIONS ON MECHATRONICS, 2023
作者:  Li, Shenshen;  Lin, Xin;  Shi, Hu;  Shi, Yungao;  Zhu, Kunpeng
收藏  |  浏览/下载：21/0  |  提交时间：2023/11/17
Deep learning  physics-guided data model  tool condition monitoring  
Metal-based additive manufacturing condition monitoring methods: From measurement to control 期刊论文
ISA TRANSACTIONS, 2022, 卷号: 120
作者:  Lin, Xin;  Zhu, Kunpeng;  Fuh, Jerry Ying Hsi;  Duan, Xianyin
收藏  |  浏览/下载：74/0  |  提交时间：2022/05/16
Metal-based additive manufacturing  Condition monitoring  Measurement and control  Machine learning  
Metal-Based Additive Manufacturing Condition Monitoring: A Review on Machine Learning Based Approaches 期刊论文
IEEE-ASME TRANSACTIONS ON MECHATRONICS, 2021
作者:  Zhu, Kunpeng;  Fuh, Jerry Ying Hsi;  Lin, Xin
收藏  |  浏览/下载：65/0  |  提交时间：2022/01/25
Feature extraction  Process monitoring  Three-dimensional printing  Powders  Condition monitoring  Buildings  Metals  Condition monitoring  machine learning  metal-based additive manufacturing (MAM)  
A Switching Hidden Semi-Markov Model for Degradation Process and Its Application to Time-Varying Tool Wear Monitoring 期刊论文
IEEE TRANSACTIONS ON INDUSTRIAL INFORMATICS, 2021, 卷号: 17
作者:  Liu, Tongshun;  Zhu, Kunpeng
收藏  |  浏览/下载：62/0  |  提交时间：2021/03/15
Condition monitoring  degradation process  remaining useful life (RUL)  switching hidden semi-Markov model (SHSMM)  tool wear monitoring (TWM)  
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：39/0  |  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)  
A Cyber-Physical Production System Framework of Smart CNC Machining Monitoring System 期刊论文
IEEE-ASME TRANSACTIONS ON MECHATRONICS, 2018, 卷号: 23, 期号: 6, 页码: 2579-2586
作者:  Zhu, Kunpeng;  Zhang, Yu
浏览  |  Adobe PDF(1948Kb)  |  收藏  |  浏览/下载：137/73  |  提交时间：2019/12/25
Big data analytics  condition monitoring  cyber-physical production system (CPPS)  machining process  
A machine vision system for micro-milling tool condition monitoring 期刊论文
PRECISION ENGINEERING-JOURNAL OF THE INTERNATIONAL SOCIETIES FOR PRECISION ENGINEERING AND NANOTECHNOLOGY, 2018, 卷号: 52, 期号: 无, 页码: 183-191
作者:  Dai, Yiquan;  Zhu, Kunpeng
浏览  |  Adobe PDF(1750Kb)  |  收藏  |  浏览/下载：137/64  |  提交时间：2019/11/11
Tool wear  Tool condition monitoring  Machine vision  Micro milling  Digital image processing  
Image edge detection based tool condition monitoring with morphological component analysis 期刊论文
ISA TRANSACTIONS, 2017, 卷号: 69, 期号: 无, 页码: 315-322
作者:  Yu, Xiaolong;  Lin, Xin;  Dai, Yiquan;  Zhu, Kunpeng
浏览  |  Adobe PDF(1284Kb)  |  收藏  |  浏览/下载：116/54  |  提交时间：2018/07/27
Tool Condition Monitoring  Image Edge Detection  Morphological Component Analysis  
Compressive sensing and sparse decomposition in precision machining process monitoring: From theory to applications 期刊论文
MECHATRONICS, 2015, 卷号: 31, 期号: 无, 页码: 3-15
作者:  Zhu, Kunpeng;  Lin, Xin;  Li, Kexuan;  Jiang, Lili
浏览  |  Adobe PDF(1123Kb)  |  收藏  |  浏览/下载：102/49  |  提交时间：2017/10/19
Sparse Decomposition  Precision Machining  Condition Monitoring