Integrated Analytical Modeling of Material Removal Rate and Surface Roughness in Magnetic Levitation EDM of Ti-6Al-4V
Keywords:
Electrical Discharge Machining (EDM),, Magnetic Levitation EDM, Material Removal Rate (MRR), Surface Roughness (Ra), Ti-6Al-4V, Multi-objective OptimizationAbstract
Electrical Discharge Machining (EDM) has emerged as a critical non-conventional machining process for difficult-to-machine materials such as Ti-6Al-4V, widely used in aerospace and biomedical applications. However, achieving an optimal balance between material removal rate (MRR) and surface roughness (Ra) remains a significant challenge due to complex thermal, plasma, and electro-physical interactions involved in the process. This study presents an integrated analytical and experimental investigation of MRR and surface roughness in Magnetic Levitation EDM of Ti-6Al-4V under varying discharge conditions. A structured experimental framework was developed by systematically varying peak current, pulse-on time, and pulse-off time while maintaining a constant servo voltage. The results reveal a direct relationship between peak current and MRR, accompanied by a deterioration in surface quality due to increased discharge energy and crater formation. A clear trade-off between machining productivity and surface integrity is observed, consistent with findings reported in advanced machining and surface enhancement processes. The proposed analytical approach, based on discharge energy principles, establishes a predictive framework for evaluating EDM performance. This study contributes toward improved parameter selection and supports multi-objective optimization of machining efficiency and surface quality in high-performance titanium alloys.
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[1] P. Karmiris-Obratański, E. L. Papazoglou, B. Leszczyńska-Madej, K. Zagórski, and A. P. Markopoulos, “Surface and subsurface quality of titanium grade 23 machined by electro discharge machining,” Materials, vol. 15, no. 1, 2022, doi: 10.3390/ma15010164.
[2] H. Beravala and P. M. Pandey, “Modelling of material removal rate in magnetic field and air-assisted electrical discharge machining,” Proc. Inst. Mech. Eng. C, vol. 234, no. 7, pp. 1286–1297, 2020, doi: 10.1177/0954406219892297.
[3] B. B. Pradhan and B. Bhattacharyya, “Modelling of micro-electrodischarge machining of Ti-6Al-4V using response surface methodology and artificial neural network,” Proc. Inst. Mech. Eng. B, vol. 223, no. 6, pp. 683–693, 2009, doi: 10.1243/09544054JEM1343.
[4] M. U. Farooq et al., “Electric discharge machining of Ti6Al4V ELI in biomedical industry: Parametric analysis and surface characterization,” Materials, vol. 16, no. 12, 2023, doi: 10.3390/ma16124458.
[5] M. K. Dikshit et al., “Surface characteristics optimization of Ti6Al4V using die-sinking EDM,” Journal of Materials Research and Technology, vol. 24, pp. 223–235, 2023, doi: 10.1016/j.jmrt.2023.03.005.
[6] A. Nagadeepan et al., “Optimization of surface characteristics and MRR in WEDM of Ti6Al4V,” Materials, vol. 16, no. 14, 2023, doi: 10.3390/ma16144915.
[7] S. Nair et al., “Investigation on EDM machining of Ti6Al4V with negative polarity brass electrode,” Materials and Manufacturing Processes, vol. 34, no. 16, pp. 1824–1831, 2019, doi: 10.1080/10426914.2019.1675891.
[8] N. Pandey et al., “Mathematical modeling of material removal and surface roughness,” IOP Conf. Ser.: Materials Science and Engineering, vol. 404, 2018, doi: 10.1088/1757-899X/404/1/012053.
[9] J. Laxman and K. G. Raj, “Mathematical modeling and analysis of EDM parameters using Taguchi method,” J. Phys.: Conf. Ser., vol. 662, 2015, doi: 10.1088/1742-6596/662/1/012025.
[10] B. Kuriachen and J. Mathew, “Effect of powder-mixed dielectric in micro-EDM of Ti-6Al-4V,” Materials & Manuf. Processes, vol. 31, no. 4, pp. 439–446, 2016, doi: 10.1080/10426914.2015.1004705
[11] S. Kumar et al., “Mathematical model to predict MRR in EDM of titanium alloys,” Proc. Inst. Mech. Eng. B, vol. 229, no. 2, pp. 214–228, 2015, doi: 10.1177/0954405414527955.
[12] M. Hosseini Kalajahi et al., “Experimental and FEM analysis of EDM process and MRR,” International Journal of Advanced Manufacturing Technology, vol. 69, pp. 687–704, 2013, doi: 10.1007/s00170-013-5059-x.
[13] K. Al-Ghamdi and O. Taylan, “Comparative study on modeling MRR in EDM using ANFIS,” Computers & Industrial Engineering, vol. 79, pp. 27–41, 2015, doi: 10.1016/j.cie.2014.10.023.
[14] M. A. R. Khan et al., “Prediction of surface roughness of Ti-6Al-4V in EDM,” Journal of Mechanical Engineering and Sciences, vol. 1, pp. 16–24, 2011.
[15] A. Razeghiyadaki et al., “Modeling of MRR and surface roughness in EDM,” Machines, vol. 7, no. 2, 2019, doi: 10.3390/machines7020047.
[16] A. Mondal et al., “Experimental investigation on EDM of Ti6Al4V alloy,” Advances in Materials and Processing Technologies, vol. 7, no. 2, pp. 262–272, 2021, doi: 10.1080/2374068X.2020.1759913.
[17] N. H. Phan et al., “MRR in EDM with aluminum electrode for Ti-6Al-4V,” Lecture Notes in Networks and Systems, vol. 178, pp. 527–533, 2021.
[18] A. S. Bhui et al., “Experimental investigation of EDM parameters for Ti-6Al-4V biomaterial,” Facta Universitatis, vol. 16, no. 3, pp. 337–345, 2018.
[19] Y. M. Puri and V. Gohil, “Experimental study of MRR in EDM turning of Ti-6Al-4V,” IOP Conf. Ser.: Materials Science and Engineering, vol. 187, 2017.
[20] B. Singh et al., “Optimization of machining characteristics of titanium biomaterials,” Surface Review and Letters, 2023.
[21] I. Santos et al., “Influence of EDM parameters on Ti-6Al-4V machining,” International Journal of Manufacturing Research, vol. 10, no. 3, pp. 286–298, 2015.
[22] M. Galati et al., “Experimental investigation and analytical modeling of WEDM of Ti6Al4V,” Journal of Manufacturing and Materials Processing, vol. 7, no. 2, 2023.
[23] A. S. Bhui et al., “MWCNTs mixed EDM of Ti-6Al-4V surface,” International Journal of Precision Technology, vol. 9, no. 1, 2020.
[24] D. Doreswamy et al., “Optimization of MRR and surface characteristics in WEDM,” Manufacturing Review, vol. 9, 2022.
[25] M. S. Moghaddam et al., “Types and applications of electrocatalysts: A review,” Journal of Energy Chemistry, 2025.
[26] ASTM Standard, “Specification for Titanium and Titanium Alloy Strip, Sheet, and Plate,” 2015.
[27] H. K. Kansal et al., “Parametric optimization of powder mixed EDM,” Journal of Materials Processing Technology, vol. 169, no. 3, pp. 427–436, 2005.
[28] R. Kumar et al., “Analysis of MRR and surface roughness in EDM of Ti-6Al-4V,” Procedia Manufacturing, vol. 20, pp. 358–364, 2018.
[29] A. A. Somatkar, R. Dwivedi, and S. S. Chinchanikar, “Enhancing surface integrity and quality through roller burnishing: A comprehensive review of parameters, optimization, and applications,” Communications on Applied Nonlinear Analysis, vol. 31, no. 1s, pp. 151–169, 2024.
[30] M. S. Sudake, A. A. Pujari, A. A. Somatkar, and V. V. Chahare, “Surface roughness optimization in hard turning of AISI D2 steel using RSM and machine learning,” International Research Journal of Innovation in Science and Technology (IRJIST), vol. 1, no. 2, 2026, Article ID: IRJIST-2026-010
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