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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:2/0
  |  
提交时间:2023/11/17
Deep learning
physics-guided data model
tool condition monitoring
Online tool wear monitoring by super-resolution based machine vision
期刊论文
COMPUTERS IN INDUSTRY, 2023, 卷号: 144
作者:
Zhu, Kunpeng
;
Guo, Hao
;
Li, Si
;
Lin, Xin
收藏
  |  
浏览/下载:16/0
  |  
提交时间:2022/12/22
Single image super -resolution
Sparse decomposition
Micro machining
Tool monitoring
Generic Cutting Force Modeling with Comprehensively Considering Tool Edge Radius, Tool Flank Wear and Tool Runout in Micro-End Milling
期刊论文
MICROMACHINES, 2022, 卷号: 13
作者:
Gao, Shuaishuai
;
Duan, Xianyin
;
Zhu, Kunpeng
;
Zhang, Yu
收藏
  |  
浏览/下载:15/0
  |  
提交时间:2022/12/23
cutting force
mechanical modeling
micro-end milling
tool edge radius
tool flank wear
tool runout
Interpretable deep learning approach for tool wear monitoring in high-speed milling
期刊论文
COMPUTERS IN INDUSTRY, 2022, 卷号: 138
作者:
Guo, Hao
;
Zhang, Yu
;
Zhu, Kunpeng
收藏
  |  
浏览/下载:20/0
  |  
提交时间:2022/05/16
Tool wear monitoring
Interpretability
Deep learning
Attention
Motion feature based melt pool monitoring for selective laser melting process
期刊论文
JOURNAL OF MATERIALS PROCESSING TECHNOLOGY, 2022, 卷号: 303
作者:
Lin, Xin
;
Wang, Qisheng
;
Fuh, Jerry Ying Hsi
;
Zhu, Kunpeng
收藏
  |  
浏览/下载:90/0
  |  
提交时间:2022/03/28
Selective laser melting
Motion feature of melt pool
Intelligent online monitoring
Connected component analysis
K-means clustering
A Novel Optical Frequency-Hopping Scheme Using Dual Drive Mach-Zehnder Modulator
期刊论文
IEEE PHOTONICS JOURNAL, 2022, 卷号: 14, 期号: 1
作者:
Jin, Ya
;
Chen, Shaokang
;
Xie, Zhuang
;
Zhai, Kunpeng
;
Xu, Changda
收藏
  |  
浏览/下载:82/0
  |  
提交时间:2022/02/07
Optical fiber dispersion
Optical fibers
Frequency shift keying
Optical fiber networks
Amplitude modulation
Optical modulation
Fiber gratings
Dual drive Mach-Zehnder modulator
optical frequency hopping
physical layer security
secure transmission
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:14/0
  |  
提交时间:2022/05/16
Metal-based additive manufacturing
Condition monitoring
Measurement and control
Machine learning
Pyramid LSTM Network for Tool Condition Monitoring
期刊论文
IEEE TRANSACTIONS ON INSTRUMENTATION AND MEASUREMENT, 2022, 卷号: 71
作者:
Guo, Hao
;
Lin, Xin
;
Zhu, Kunpeng
收藏
  |  
浏览/下载:6/0
  |  
提交时间:2022/12/23
Feature extraction
Monitoring
Milling
Computational modeling
Hidden Markov models
Employee welfare
Task analysis
Auto-encoder
network structure
pyramid long short-term memory (LSTM)
tool wear monitoring
visual analysis
Transcriptomic comparison sheds new light on regulatory networks for dimorphic flower development in response to photoperiod in Viola prionantha
期刊论文
BMC PLANT BIOLOGY, 2022, 卷号: 22, 期号: 1
作者:
Li, Qiaoxia
;
Li, Kunpeng
;
Zhang, Zhengrong
;
Li, Jigang
;
Wang, Bo
收藏
  |  
浏览/下载:1/0
  |  
提交时间:2024/03/07
Dimorphic flower
Differentially expressed genes (DEGs)
Photoperiod
Floral development
Transcriptomics
Viola
In-situ tool wear area evaluation in micro milling with considering the influence of cutting force
期刊论文
MECHANICAL SYSTEMS AND SIGNAL PROCESSING, 2021, 卷号: 161
作者:
Li, Si
;
Zhu, Kunpeng
收藏
  |  
浏览/下载:40/0
  |  
提交时间:2021/08/30
Micro milling
Tool wear area
Empirical statistical model
Milling force
Grey relational degree
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