Dynamic Modeling of Predicting Chip Formation Based on Artificial Neural Networks and Real-Time Simulation of Chip

Abstract:

Article Preview

For the problem of process monitoring of chip generation in CNC machining, the dynamic modeling of predicting chip formation using artificial neural networks based on real-time condition intelligent monitoring was studied. The dynamic model of predicting chip formation is established in this paper. Based on mathematical model of chip space motion path, the 3D model of chip shape was developed. The real-time simulation of chip generation was realized in the virtual reality environment.

Info:

Periodical:

Edited by:

Shen Dong and Yingxue Yao

Pages:

269-275

Citation:

W. J. Wang et al., "Dynamic Modeling of Predicting Chip Formation Based on Artificial Neural Networks and Real-Time Simulation of Chip", Key Engineering Materials, Vol. 339, pp. 269-275, 2007

Online since:

May 2007

Export:

Price:

$38.00

[1] J.D. Kim and O.B. Kweun: Int.J. Mach Tools Manufact, Vol. 37 (1997), pp.607-617.

[2] Y. Ning, M. Rahman and Y.S. Wong: Journal of materials processing technology, Vol. 113 (2001), pp.360-367.

[3] P.F. Yan, C.S. Zhang: Artificial Neural Network and Simulated evolution Calculation (edited by Tsing Hua University Press, Bei Jing, China 2000).

[4] K. Hans Raj, Rahul Swarup Sharma, Sanjay Srivastava and C. Patvardhan: International journal of Machine Tools and Manufacture, Vol. 40 (2000), pp.851-868.

DOI: https://doi.org/10.1016/s0890-6955(99)00094-2

[5] T.Y. Wang, G.F. Wang, H.W. Li, J.B. Lin and Z.Y. Wu: Journal of Materials Processing Technology, Vol. 129 (2002), pp.524-528.

[6] G.F. Wang: Research on the Theory and Method of VR Technology Based NC Intelligent Simulation (Tianjin university Doctor of Philosophy Dissertation. China, Tianjin 2002).

[7] V.P. Astakhov, S.V. Shvets and M.O.M. Osman: Journal of Materials Processing Technology, Vol. 71 (1997), pp.247-257.

[8] Sumit Kanti Sikdar and M.Y. Chen: Journal of Materials Processing Technology, Vol. 128 (2002), pp.210-215.

[9] L.C. Jiao: Implementation and application of neural network (edited by XIDIAN University press, Xian, China 1996).

[10] Y.J. Ge, Z.H. Shi, Z.H. Sha: Journal of computer-aided design & computer graphics, Vol. 14 (2002), pp.922-927.

[11] I.S. Jawahir: Annals of the CIRP, Vol. 39 (1990), pp.47-51.

[12] Y.Z. Zhang: Metal-cutting principle (edited by Beijing aeronautics polytechnics press, Beijing China 1988).