Role of temperature and surface finish in predicting tool wear using neural network and design of experiments

International Journal of Machine Tools and Manufacture

Volumn 43, Issue 7, 2003, Pages 747-753

  Choudhury, S K ^a   Bartarya, G ^b  

^a INDIAN INSTITUTE OF TECHNOLOGY KANPUR   (India)

^b THAPAR UNIVERSITY   (India)

Author keywords

Design of experiments; Neural network; Tool wear monitoring

Indexed keywords

CUTTING; FINISHING; NEURAL NETWORKS; SURFACE PHENOMENA; SURFACE ROUGHNESS;

TOOL WEAR MONITORING;

MACHINE TOOLS;

EID: 0037402607     PISSN: 08906955     EISSN: None     Source Type: Journal    
DOI: 10.1016/S0890-6955(02)00166-9     Document Type: Article

References (10)

1. Dan L., Mathew J. Tool wear and failure monitoring techniques for turning, a review. Int. J. Mach. Tools Manufact. 30:(4):1990;579-598.
2. Lee J.H., Lee S.J. One step ahead prediction of flank wear using cutting force. Int. J. Mach. Tools Manufact. 39:1999;1747-1760.
3. Chaudhury S.K., Jain V.K., Rama Rao C.V.V. On-line monitoring of tool wear in turning using a neural network. Int. J. Mach. Tools Manufact. 39:1999;489-504.
4. Dimla D.E., Lister P.M. On-line metal cutting tool condition monitoring. II: tool state classification using multi-layer perceptron neural network. Int. J. Mach. Tools Manufact. 40:2000;769-781.
5. Kaye J.E., Yan D.H., Popplewell N., Balakrishnan S. Predicting tool flank wear using spindle speed change. Int. J. Mach. Tools Manufact. 35:(9):1995;1309-1320.
6. Xiaoli L., Shen D., Zhejun Y. Discrete wavelet transformation for tool breakage monitoring. Int. J. Mach. Tools Manufact. 39:1999;1935-1944.
7. Montgomery D.C. Design and Analysis of Experiments. 1984;John Wiley and Sons, New York.
8. Tool Engineer's Handbook, American Society of Tool Engineers, McGraw Hill, New York, 1959.
9. Purushothaman S., Srinivasa Y.G. A back propogation algorithm applied to tool wear monitoring. Int. J. Mach. Tools Manufact. 34:(5):1994;625-631.
10. Haykin S. Neural Networks, A Comprehensive Foundation. 1994;Macmillan College Publishing Co, New York.