How to cite this paper
Ramezani, M & Afsari, A. (2015). Surface roughness and cutting force estimation in the CNC turning using artificial neural networks.Management Science Letters , 5(4), 357-362.
Refrences
Agustin, B., Bernal, C., Camacho, A.M., & Rubio, E.M. (2013). Experimental Analysis of the Cutting Forces Obtained in Dry Turning Processes of UNS A97075 Aluminium Alloys. Procedia Engineering, 63, 694-699
Aleksander, I., & Morton, H. (1995). An introduction to neural computing. London: International Thomson Computer Press.
Childs, T. (2000). Metal machining: Theory and applications. London: Arnold.
Davalo, E., & Nai?m, P. (1991). Neural networks. London: Macmillan.
Demuth, H., & Beale, M. (2000). Matlab Neural Network Toolbox User & apos; s Guide.
Ezugwu, E. O., Arthur, S. J., & Hines, E. L. (1995). Tool-wear prediction using artificial neural networks. Journal of Materials Processing Technology, 49, 255-264.
Groover, M. P. (2002). Solutions manual: fundamentals of modern manufacturing. Wiley.
Jafarian, F., Taghipour, M., & Amirabadi, H. (2013). Application of artificial neural network and optimization algorithms for optimizing surface roughness, tool life and cutting forces in turning operation. Journal of Mechanical Science and Technology, 27, 1-9.
Narayanan, N., & Yeldose, B. C. (2013). Prediction of surface roughness using ANN in turning. International Journal of Merging Technology and Advanced Engineering, 3(4).
?zel, T., Karpat, Y., Figueira, L., & Davim, J. P. (2007). Modelling of surface finish and tool flank wear in turning of AISI D2 steel with ceramic wiper inserts. Journal of materials processing technology, 189(1), 192-198.
?zel, T., & Karpat, Y. (2005). Predictive modeling of surface roughness and tool wear in hard turning using regression and neural networks. International Journal of Machine Tools and Manufacture, 45(4), 467-479.
Pal, S. K., & Chakraborty, D. (2005). Surface roughness prediction in turning using artificial neural network. Neural Computing & Applications, 14(4), 319-324.
Rao, C. J., Rao, D. N., & Srihari, P. (2013). Influence of cutting parameters on cutting force and surface finish in turning operation. Procedia Engineering, 64, 1405-1415.
Reddy, V. D., Krishnaiah, G. A., Kumar, H., & Priya, S. K. (Dec., 2011). ANN Based Prediction of Surface Roughness in Turning. International Conference on Trends in Mechanical and Industrial Engineering (ICTMIE & apos; 2011) Bangkok.
S?nchez Sola, J.M., Marcos, M., Sebasti?n, M.A., S?nchez, M., & Gonz?lez, J.M. (2004). Modelo paramétrico de la Fuerza de corte para el torneado de la aleaci?n AA2024. Bolet?n de la Sociedad Espa?ola. Cer?mica y vidrio, 43(2), 179-181.
Sharma, V. S., Dhiman, S., Sehgal, R., & Sharma, S. K. (2008). Estimation of cutting forces and surface roughness for hard turning using neural networks. Journal of Intelligent Manufacturing, 19(4), 473-483.
Stoi?, A., Kopa?, J., & Cukor, G. (2005). Testing of machinability of mould steel 40CrMnMo7 using genetic algorithm. Journal of materials processing technology, 164, 1624-1630.
Zain, A. M., Haron, H., & Sharif, S. (2010). Prediction of surface roughness in the end milling machining using Artificial Neural Network. Expert Systems with Applications, 37(2), 1755-1768.
Zhong, Z. W., Khoo, L. P., & Han, S. T. (2006). Prediction of surface roughness of turned surfaces using neural networks. The International Journal of Advanced Manufacturing Technology, 28(7-8), 688-693.
Aleksander, I., & Morton, H. (1995). An introduction to neural computing. London: International Thomson Computer Press.
Childs, T. (2000). Metal machining: Theory and applications. London: Arnold.
Davalo, E., & Nai?m, P. (1991). Neural networks. London: Macmillan.
Demuth, H., & Beale, M. (2000). Matlab Neural Network Toolbox User & apos; s Guide.
Ezugwu, E. O., Arthur, S. J., & Hines, E. L. (1995). Tool-wear prediction using artificial neural networks. Journal of Materials Processing Technology, 49, 255-264.
Groover, M. P. (2002). Solutions manual: fundamentals of modern manufacturing. Wiley.
Jafarian, F., Taghipour, M., & Amirabadi, H. (2013). Application of artificial neural network and optimization algorithms for optimizing surface roughness, tool life and cutting forces in turning operation. Journal of Mechanical Science and Technology, 27, 1-9.
Narayanan, N., & Yeldose, B. C. (2013). Prediction of surface roughness using ANN in turning. International Journal of Merging Technology and Advanced Engineering, 3(4).
?zel, T., Karpat, Y., Figueira, L., & Davim, J. P. (2007). Modelling of surface finish and tool flank wear in turning of AISI D2 steel with ceramic wiper inserts. Journal of materials processing technology, 189(1), 192-198.
?zel, T., & Karpat, Y. (2005). Predictive modeling of surface roughness and tool wear in hard turning using regression and neural networks. International Journal of Machine Tools and Manufacture, 45(4), 467-479.
Pal, S. K., & Chakraborty, D. (2005). Surface roughness prediction in turning using artificial neural network. Neural Computing & Applications, 14(4), 319-324.
Rao, C. J., Rao, D. N., & Srihari, P. (2013). Influence of cutting parameters on cutting force and surface finish in turning operation. Procedia Engineering, 64, 1405-1415.
Reddy, V. D., Krishnaiah, G. A., Kumar, H., & Priya, S. K. (Dec., 2011). ANN Based Prediction of Surface Roughness in Turning. International Conference on Trends in Mechanical and Industrial Engineering (ICTMIE & apos; 2011) Bangkok.
S?nchez Sola, J.M., Marcos, M., Sebasti?n, M.A., S?nchez, M., & Gonz?lez, J.M. (2004). Modelo paramétrico de la Fuerza de corte para el torneado de la aleaci?n AA2024. Bolet?n de la Sociedad Espa?ola. Cer?mica y vidrio, 43(2), 179-181.
Sharma, V. S., Dhiman, S., Sehgal, R., & Sharma, S. K. (2008). Estimation of cutting forces and surface roughness for hard turning using neural networks. Journal of Intelligent Manufacturing, 19(4), 473-483.
Stoi?, A., Kopa?, J., & Cukor, G. (2005). Testing of machinability of mould steel 40CrMnMo7 using genetic algorithm. Journal of materials processing technology, 164, 1624-1630.
Zain, A. M., Haron, H., & Sharif, S. (2010). Prediction of surface roughness in the end milling machining using Artificial Neural Network. Expert Systems with Applications, 37(2), 1755-1768.
Zhong, Z. W., Khoo, L. P., & Han, S. T. (2006). Prediction of surface roughness of turned surfaces using neural networks. The International Journal of Advanced Manufacturing Technology, 28(7-8), 688-693.