On-line tool wear estimation in CNC turning operations using fuzzy neural network model

International Journal of Machine Tools and Manufacture

Volumn 42, Issue 1, 2002, Pages 29-40

  Chungchoo, C ^a   Saini, D ^a  

^a UNIVERSITY OF WOLLONGONG   (Australia)

Author keywords

Crater wear; Flank wear; Fuzzy logic; Neural network; Turning operations

Indexed keywords

FUZZY SETS; MACHINE TOOLS; NEURAL NETWORKS; WEAR OF MATERIALS;

FUZZY NEURAL NETWORKS (FNN);

TURNING;

EID: 0036027397     PISSN: 08906955     EISSN: None     Source Type: Journal    
DOI: 10.1016/S0890-6955(01)00096-7     Document Type: Article

References (42)

1. On-line tool wear monitoring in turning using neural networks
2. Evaluation of wear of turning carbide inserts using neural networks
3. Neural network sensor fusion for tool condition monitoring
4. A procedure for training an artificial neural network with application to tool wear monitoring
5. Multi-category classification of tool conditions using wavelet packets and ART2 network
6. An intelligent sensor system approach for reliable tool flank wear recognition
7. An enhanced training algorithm for multilayer neural netwroks based on reference output of hidden layer
8. A back-propagation algorithm applied to tool wear monitoring
9. Back-propagation algorithm which varies the number of hidden units
10. Creating artificial neural network that generalize
11. Neural networks for process control
12. Parallel distributed processing, plenary session
13. The total energy and the total entropy of forces signals - New parameters for monitoring oblique turning operations
14. Macro plastic deformation of cutting edge - A method for maximum utilization of cutting tool
15. Acoustic emission during orthogonal metal cutting
16. Shear-strain rate in metal cutting and its effects on shear-flow stress
17. Estimation of tool wear in CNC turning operation
18. Force parameters for on-line tool wear estimation: A neural network approach
19. A comprehensive dynamic cutting force model for chatter prediction in turning
20. A new technique to detect and estimate chip fracture events in CNC turning operations
21. Analytical prediction of three dimensional cutting process part 2: Chip formation and cutting force with conventional single-point tool
22. Tool wear estimation in CNC turning operations using acoustic emission signal
23. Prediction of chip flow direction, cutting forces and surface roughness in finishing turning
24. Analytical prediction of three dimensional cutting process part 3: Cutting temperature and crater wear of carbide tool
25. Acoustic emission and machining process analysis and control
26. Review of methods of calculating machining temperature
27. Analytical prediction of three dimensional cutting processes part 1: Basic cutting model and energy approach
28. Application of neural networks for identification of tool wear in turning operation
29. Design of artificial neural networks for tool wear monitoring
30. Bearing induced vibration in precision high speed routing spindles
31. Dynamic cutting force measuring
32. Tool wear measurement in turning using force ratio
33. On-line prediction of the tool life
34. On-line monitoring of flank wear in turning with multilayered feed-forward neural network
35. The use of force ratios in the tracking of tool wear in turning
36. Determination of temperature of a machined surface
37. Further developments in applying the finite element method to the calculation of temperature distributions in machining and comparisons with experiment
38. A study of the effects of tool flank wear on tool chip interface temperature
39. Analytical prediction of cutting tool wear
40. Flank and crater wear mechanisms of alumina-based cutting tools when machining steel