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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
Cryogenic wear behaviors of a metastable Ti-based bulk metallic glass composite
期刊论文
JOURNAL OF MATERIALS SCIENCE & TECHNOLOGY, 2023, 卷号: 134, 页码: 33-41
作者:
Ren, Yue
;
Yan, Tingyi
;
Huang, Zhuobin
;
Zhou, Qing
;
Hua, Ke
收藏
  |  
浏览/下载:42/0
  |  
提交时间:2022/09/16
Bulk metallic glass composites
Martensitic transformation
Cryogenic temperature
Wear
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:14/0
  |  
提交时间:2022/12/23
cutting force
mechanical modeling
micro-end milling
tool edge radius
tool flank wear
tool runout
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
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
Mechanical and high-temperature tribological properties of CrAlN/TiSiN multilayer coating deposited by PVD
期刊论文
CERAMICS INTERNATIONAL, 2021, 卷号: 47, 期号: 20, 页码: 29285-29294
作者:
Li, Chunling
;
Wang, Liguo
;
Shang, Lunlin
;
Cao, Xueqian
;
Zhang, Guangan
收藏
  |  
浏览/下载:10/0
  |  
提交时间:2021/10/14
Multi-arc ion plating
CrAlN
TiSiN multilayer
Mechanical properties
Tribological properties
Analytical solution to contact characteristics for a variable hyperbolic circular-arc-tooth-trace cylindrical gear
期刊论文
MECHANICAL SCIENCES, 2021, 卷号: 12, 期号: 2, 页码: 923-932
作者:
Guo, Rui
;
Wei, Yongqiao
;
Liu, Yongping
;
Li, Dawei
;
Yang, Dong
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  |  
浏览/下载:8/0
  |  
提交时间:2021/10/14
Optimization of milling process parameters and prediction of abrasive wear rate increment based on cutting force experiment
期刊论文
ADVANCES IN MECHANICAL ENGINEERING, 2021, 卷号: 13, 期号: 8
作者:
Li, Fei
;
Liu, Jun
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  |  
浏览/下载:7/0
  |  
提交时间:2021/10/14
Abrasive wear rate increment
gray relational method
parameter optimization
BP neural network
increment prediction
Tribological Performance of Friction Pairs with Different Materials and Bi-Composite Surface Texture Configurations
期刊论文
APPLIED SCIENCES-BASEL, 2021, 卷号: 11, 期号: 11
作者:
Lu, Junjie
;
Wang, Tianrui
;
Ding, Xuexing
;
Song, Hui
;
Li, He
收藏
  |  
浏览/下载:5/0
  |  
提交时间:2021/10/14
mechanical seal
low rotational speed
friction pairs
texture
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