Tool Wear Monitoring with Hidden Markov Models

2009 ◽

Vol 23 (2) ◽

pp. 547-560 ◽

Cited By ~ 97

Author(s):

Kunpeng Zhu ◽

Yoke San Wong ◽

Geok Soon Hong

Keyword(s):

Tool Wear ◽

Hidden Markov Models ◽

Markov Models ◽

Hidden Markov ◽

Micro Milling ◽

Tool Wear Monitoring ◽

Milling Tool ◽

Wear Monitoring

Download Full-text

Tool-Wear Monitoring Based on Continuous Hidden Markov Models

Lecture Notes in Computer Science - Progress in Pattern Recognition, Image Analysis and Applications ◽

10.1007/11578079_91 ◽

2005 ◽

pp. 880-890 ◽

Cited By ~ 10

Author(s):

Antonio G. Vallejo ◽

Juan A. Nolazco-Flores ◽

Rubén Morales-Menéndez ◽

L. Enrique Sucar ◽

Ciro A. Rodríguez

Keyword(s):

Tool Wear ◽

Hidden Markov Models ◽

Markov Models ◽

Hidden Markov ◽

Tool Wear Monitoring ◽

Wear Monitoring

Download Full-text

A COMPARATIVE STUDY OF FEATURE SELECTION FOR HIDDEN MARKOV MODEL-BASED MICRO-MILLING TOOL WEAR MONITORING

Machining Science and Technology ◽

10.1080/10910340802293769 ◽

2008 ◽

Vol 12 (3) ◽

pp. 348-369 ◽

Cited By ~ 29

Author(s):

K. P. Zhu ◽

G. S. Hong ◽

Y. S. Wong

Keyword(s):

Feature Selection ◽

Tool Wear ◽

Comparative Study ◽

Markov Model ◽

Hidden Markov ◽

Micro Milling ◽

Tool Wear Monitoring ◽

Milling Tool ◽

Wear Monitoring ◽

Selection For

Download Full-text

Hidden Markov models for monitoring machining tool-wear

2000 IEEE International Conference on Acoustics, Speech, and Signal Processing. Proceedings (Cat. No.00CH37100) ◽

10.1109/icassp.2000.860252 ◽

2002 ◽

Cited By ~ 36

Author(s):

L. Atlas ◽

M. Ostendorf ◽

G.D. Bernard

Keyword(s):

Tool Wear ◽

Hidden Markov Models ◽

Markov Models ◽

Hidden Markov

Download Full-text

Multi-rate hidden Markov models and their application to machining tool-wear classification

2004 IEEE International Conference on Acoustics, Speech, and Signal Processing ◽

10.1109/icassp.2004.1327241 ◽

2004 ◽

Cited By ~ 1

Author(s):

O. Cetin ◽

M. Ostendorf

Keyword(s):

Tool Wear ◽

Hidden Markov Models ◽

Markov Models ◽

Hidden Markov ◽

Tool Wear Classification

Download Full-text

Tool wear condition monitoring in drilling operations using hidden Markov models (HMMs)

International Journal of Machine Tools and Manufacture ◽

10.1016/s0890-6955(00)00112-7 ◽

2001 ◽

Vol 41 (9) ◽

pp. 1363-1384 ◽

Cited By ~ 118

Author(s):

Huseyin M. Ertunc ◽

Kenneth A. Loparo ◽

Hasan Ocak

Keyword(s):

Tool Wear ◽

Hidden Markov Models ◽

Condition Monitoring ◽

Markov Models ◽

Hidden Markov ◽

Drilling Operations ◽

Wear Condition

Download Full-text

Force-based tool wear estimation for milling process using Gaussian mixture hidden Markov models

The International Journal of Advanced Manufacturing Technology ◽

10.1007/s00170-017-0367-1 ◽

2017 ◽

Vol 92 (5-8) ◽

pp. 2853-2865 ◽

Cited By ~ 11

Author(s):

Dongdong Kong ◽

Yongjie Chen ◽

Ning Li

Keyword(s):

Tool Wear ◽

Hidden Markov Models ◽

Markov Models ◽

Hidden Markov ◽

Gaussian Mixture ◽

Milling Process ◽

Tool Wear Estimation

Download Full-text

A weighted hidden Markov model approach for continuous-state tool wear monitoring and tool life prediction

The International Journal of Advanced Manufacturing Technology ◽

10.1007/s00170-016-9711-0 ◽

2016 ◽

Vol 91 (1-4) ◽

pp. 201-211 ◽

Cited By ~ 26

Author(s):

Jinsong Yu ◽

Shuang Liang ◽

Diyin Tang ◽

Hao Liu

Keyword(s):

Tool Wear ◽

Markov Model ◽

Hidden Markov Model ◽

Tool Life ◽

Life Prediction ◽

Hidden Markov ◽

Tool Wear Monitoring ◽

Continuous State ◽

Wear Monitoring ◽

Model Approach

Download Full-text

A comparative evaluation of neural networks and hidden Markov models for monitoring turning tool wear

Neural Computing and Applications ◽

10.1007/s00521-005-0469-9 ◽

2005 ◽

Vol 14 (4) ◽

pp. 325-336 ◽

Cited By ~ 19

Author(s):

C. Scheffer ◽

H. Engelbrecht ◽

P. S. Heyns

Keyword(s):

Neural Networks ◽

Tool Wear ◽

Hidden Markov Models ◽

Comparative Evaluation ◽

Markov Models ◽

Hidden Markov

Download Full-text

Multirate Coupled Hidden Markov Models and Their Application to Machining Tool-Wear Classification

IEEE Transactions on Signal Processing ◽

10.1109/tsp.2007.893972 ◽

2007 ◽

Vol 55 (6) ◽

pp. 2885-2896 ◽

Cited By ~ 12

Author(s):

zgr etin ◽

Mari Ostendorf ◽

Gary D. Bernard

Keyword(s):

Tool Wear ◽

Hidden Markov Models ◽

Markov Models ◽

Hidden Markov ◽

Coupled Hidden Markov Models ◽

Tool Wear Classification

Download Full-text

Tool Wear Monitoring with Hidden Markov Models

Multi-category micro-milling tool wear monitoring with continuous hidden Markov models

Tool-Wear Monitoring Based on Continuous Hidden Markov Models

A COMPARATIVE STUDY OF FEATURE SELECTION FOR HIDDEN MARKOV MODEL-BASED MICRO-MILLING TOOL WEAR MONITORING

Hidden Markov models for monitoring machining tool-wear

Multi-rate hidden Markov models and their application to machining tool-wear classification

Tool wear condition monitoring in drilling operations using hidden Markov models (HMMs)

Force-based tool wear estimation for milling process using Gaussian mixture hidden Markov models

A weighted hidden Markov model approach for continuous-state tool wear monitoring and tool life prediction

A comparative evaluation of neural networks and hidden Markov models for monitoring turning tool wear

Multirate Coupled Hidden Markov Models and Their Application to Machining Tool-Wear Classification

Export Citation Format