PREDICTIVE MODELING OF SURFACE ROUGHNESS DURING MILLING OF TITANIUM ALLOY Ti-6Al-4V USING MACHINE LEARNING
Keywords:
Taguchi, roughness, Minitab, modelling, MATLAB, neural network, milling
Abstract
Analyzing the influence of input factors on the output value (roughness), modeling the optimal combination of factors in order to achieve a better roughness of the processed surface.
References
[1] Ugochi, D., Yimin, Z., Kranthi, K.D., (2018). Unsupervised Learning Based On Artificial Neural Network: A Review, International Conference on Cyborg and Bionic Systems, pp. 323-327.
[2] Tlhabadira, I.,Daniyan, I.A.,Machaka, R.,Machio, C.,Masu, L., VanStaden, L.R., (2019). Modelling and optimization of surface roughness during AISI P20 milling process using Taguchi method, The International Journal of Advanced Manufacturing Technology, pp.3707-3718.
[3] Kovač, P., (2011). Metode planiranja i obrade eksperimenta, Fakultet tehničkih nauka.
[4] Canakci, A., Erdemir, F., Varol, T., Patir, A., (2013). Determining the effect of process parameters on particle size in mechanical milling using the Taguchi method: Measurement and analysis, Elsevir; Measurment 46, pp. 3532-3540.
[5] Mao, H., Jiao, L., Gao, S., Yi, J., Peng, Z., Liu, Z., Yan, P., Wang, X., (2016). Surface quality evaluation in meso-scale end-milling operation based on fractal theory and the Taguchi method, International Journal Advanced Manufacturing Technology 91, pp. 657-665.
[2] Tlhabadira, I.,Daniyan, I.A.,Machaka, R.,Machio, C.,Masu, L., VanStaden, L.R., (2019). Modelling and optimization of surface roughness during AISI P20 milling process using Taguchi method, The International Journal of Advanced Manufacturing Technology, pp.3707-3718.
[3] Kovač, P., (2011). Metode planiranja i obrade eksperimenta, Fakultet tehničkih nauka.
[4] Canakci, A., Erdemir, F., Varol, T., Patir, A., (2013). Determining the effect of process parameters on particle size in mechanical milling using the Taguchi method: Measurement and analysis, Elsevir; Measurment 46, pp. 3532-3540.
[5] Mao, H., Jiao, L., Gao, S., Yi, J., Peng, Z., Liu, Z., Yan, P., Wang, X., (2016). Surface quality evaluation in meso-scale end-milling operation based on fractal theory and the Taguchi method, International Journal Advanced Manufacturing Technology 91, pp. 657-665.
Published
2024-01-31
Section
Mechanical Engineering
