Research on Tool Wear Prediction Based on LSTM and ARIMA
Author:
Affiliation:
1. College of Mechanical & Engineering, Guangxi University, Nanning, Guangxi, China
2. Department of Mechanical & Engineering, Qinzhou University, Qinzhou, Guangxi, China
Funder
Guangxi Colleges and Universities Key Laboratory Breeding Base of Coastal Mechanical Equipment Design, Manufacturing and Control
National Natural Science Foundation of China
Innovation Project of Guangxi Graduate Education
Publisher
ACM Press
Reference30 articles.
1. Wiendahl, H. P., ElMaraghy, H. A., Nyhuis, P., Zäh, M. F., Wiendahl, H. H., Duffie, N., and Brieke, M. 2007. Changeable manufacturing-classification, design and operation. CIRP annals, 56(2), 783--809. DOI= https://doi.org/10.1016/j.cirp.2007.10.003
2. Bi, Z. M., Lang, S. Y., Shen, W., and Wang, L. 2008. Reconfigurable manufacturing systems: the state of the art. International Journal of Production Research, 46(4), 967--992. DOI= https://doi.org/10.1080/00207540600905646
3. Möhring, H. C., Litwinski, K. M., and Gümmer, O. 2010. Process monitoring with sensory machine tool components. CIRP annals, 59(1), 383--386. DOI= https://doi.org/10.1016/j.cirp.2010.03.087
4. Zhou, Z. D., Chen, Y. P., Fuh, J. Y. H., and Nee, A. Y. C. 2000. Integrated condition monitoring and fault diagnosis for modern manufacturing systems. CIRP Annals-Manufacturing Technology, 49(1), 387--390. DOI= https://doi.org/10.1016/S0007--8506(07)62971--0
5. Kurada, S., and Bradley, C. 1997. A review of machine vision sensors for tool condition monitoring. Computers in industry, 34(1), 55--72. DOI= https://doi.org/10.1016/S0166--3615(96)00075--9
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