Abstract
In the current study, an experimental investigation has been done using the hybrid magnetic-field-assisted powder-mixed electric discharge machining (MFAPMEDM) technique to enhance the process performance while machining Inconel 706 superalloy. Inconel 706 is a newly developed superalloy for aircraft applications. All the experimentation work was done according to Taguchi’s L9 orthogonal array (OA) to analyse the effect of controlled input parameters like peak current (Ip), pulse ‘ON’ (Pon) and pulse ‘OFF’ (Poff) duration on response parameters. Material removal rate (MRR), tool wear rate (TWR) and surface roughness (Ra) were selected as response parameters, and further multi-response optimization was done through grey relational analysis (GRA). GRA results revealed that Pon (62.84%) is the most influential input variable followed by Ip (28.64%) and Poff (8.50%) for controlling all the responses simultaneously. GRA optimized parameters were determined as Ip (5 A), Pon (50 µs) and Poff (20 µs). The surface morphology of the tool (cathode) and workpiece (anode) was assessed using field emission scanning electron microscopy (FESEM), which revealed the presence of partially melted crater boundaries/debris, micro-holes and debris on the surface. The results presented in this paper will help future researchers in studying the machining characteristics of the Inconel 706 superalloy.
Similar content being viewed by others
Availability of Data and Material
No supplementary data and material are needed for this research work.
Code Availability
Not applicable.
Abbreviations
- Adj MS:
-
Adjusted mean square
- Adj SS:
-
Adjusted sum of squares
- ANOVA:
-
Analysis of variance
- B4C:
-
Boron carbide
- BBD:
-
Box–Behnken design
- dB:
-
Decibels
- Cu:
-
Copper
- DF:
-
Degrees of freedom
- DOE:
-
Design of experiments
- EDM:
-
Electric discharge machining
- EF:
-
Electric field
- FESEM:
-
Field emission scanning electron microscope
- FL :
-
Lorentz force
- GA:
-
Genetic algorithm
- Gr:
-
Graphite
- GRA:
-
Grey relational analysis
- GRC:
-
Grey relational coefficient
- GRG:
-
Grey relational grade
- Ip :
-
Peak current
- MFAEDM:
-
Magnetic-field-assisted EDM
- MFAPMEDM:
-
Magnetic-field-assisted PMEDM
- MF:
-
Magnetic field
- PC:
-
Powder concentration
- MH:
-
Micro-hardness
- MMCs:
-
Metal matrix composites
- MRR:
-
Material removal rate
- OA:
-
Orthogonal array
- OC:
-
Overcut
- OFAT:
-
One factor at a time
- PMEDM:
-
Powder-mixed EDM
- Pon :
-
Pulse ‘ON’ time
- Poff :
-
Pulse ‘OFF’ time
- Ra :
-
Surface roughness
- RLT:
-
Recast layer thickness
- RSM:
-
Response surface methodology
- SCD:
-
Surface crack density
- SiC:
-
Silicon carbide
- S/N Ratio:
-
Signal/noise ratio
- T:
-
Tesla
- Ti:
-
Titanium
- TLBO:
-
Teaching learning-based optimization
- TWR:
-
Tool wear rate
- W:
-
Tungsten
- %:
-
Percentage of contribution
References
Chen, Y.F.; Lin, Y.J.; Lin, Y.C.; Chen, S.L.; Hsu, L.R.: Optimization of electro discharge machining parameters on ZrO2 ceramic using the Taguchi method. Proc. Inst. Mech. Eng. B J. Eng. Manuf. 224, 191–205 (2010)
Zhao, W.S.; Meng, Q.G.; Wang, Z.L.: The application of research on powder mixed EDM in rough machining. J. Mater. Process Technol. 129, 30–33 (2002)
Choudhary, S.K.; Jadoun, R.S.: Current research issue, trend & applications of powder mixed dielectric electric discharge machining (PM-EDM): a review. Int. J. Eng. Sci. Res. Technol. 37, 335–358 (2014)
Marashi, H.; Sarhan, A.A.D.; Hamdi, M.: Employing Ti nano-powder dielectric to enhance surface characteristics in electrical discharge machining of AISI D2 steel. Appl. Surf. Sci. 357(A), 892–907 (2015)
Pramanik, A.; Basak, A.K.; Islam, M.N.; Littlefair, G.: Electrical discharge machining of 6061 aluminium alloy. Trans Nonferr Met Soc China 25, 2866–2874 (2015)
Bisaria, H.; Shandilya, P.: Machining of metal matrix composites by EDM and its variants: a review. Vienna DAAAM Int. Sci. Book Chapter 23, 267–282 (2015)
Sahu, S.K.; Datta, S.: Experimental studies on graphite powder-mixed electro-discharge machining of Inconel 718 super alloys: comparison with conventional electro-discharge machining. Proc. IMechE, Part E: J. Process Mech. Eng. 233, 384–402 (2018)
Rouniyar, A.K.; Shandilya, P.: Multi-Objective optimization using Taguchi and grey relational analysis on machining of Ti-6Al-4V alloy by powder mixed EDM process. Mater. Today Proc. 5(11), 23779–23788 (2018)
Bhatt, G.; Batish, A.; Bhattacharya, A.: Experimental investigation of magnetic field assisted powder mixed electric discharge machining. Particul. Sci. Technol. 33, 246–256 (2015)
Rouniyar, A.K.; Shandilya, P.: Fabrication and experimental investigation of magnetic field assisted powder mixed electrical discharge machining on machining of aluminium 6061 alloy. Proc. Inst. Mech. Eng. Part B J. Eng. Manuf. 233, 2283–2291 (2019)
Bains, P.S.; Sidhu, S.S.; Payal, H.S.; Kaur, S.: Magnetic field influence on surface modifications in powder mixed EDM. SILICON 11, 415–423 (2019)
Sharma, P.; Chakradhar, D.; Narendranath, S.: Evaluation of WEDM performance characteristics of Inconel 706 for turbine disk application. Mater. Des. 88, 558–566 (2015)
Sharma, P.; Chakradhar, D.; Narendranath, S.: Effect of wire material on productivity and surface integrity of WEDM processed Inconel 706 for aircraft application. J. Mater. Eng. Perform. 25, 3672–3681 (2016)
Sharma, P.; Chakradhar, D.; Narendanath, S.: Effect of wire diameter on surface integrity of wire electrical discharge machined Inconel 706 for gas turbine application. J. Manuf. Process. 24(1), 170–178 (2016)
Muktinutalapati, N.R.: Materials for gas turbines—an overview. INTECH Open Access Publisher, London (2011)
Naskar, A.; Singh, B.B.; Choudhary, A.; Paul, S.: Effect of different grinding fluids applied in minimum quantity cooling-lubrication mode on surface integrity in cBN grinding of Inconel 718. J. Manuf. Process. 36, 44–50 (2018)
Arunachalam, R.; Mannan, M.A.: Machinability of nickel-based high temperature alloys. Mach. Sci. Technol. 4(1), 127–168 (2000)
Ezugwu, E.O.; Bonney, J.; Yamane, Y.: An overview of the machinability of aeroengine alloys. J. Mater. Process. Technol. 134(2), 233–253 (2003)
Sharma, P.; Chakradhar, D.; Narendranath, S.: Analysis and optimization of WEDM performance characteristics of Inconel 706 for aerospace application. SILICON 10, 921–930 (2018)
Zhong, M.; Sun, H.; Liu, W.; Zhu, X.; He, J.: Boundary liquation and interface cracking characterization in laser deposition of Inconel 738 on directionally solidified Ni based superalloy. Scr. Mater. 53(2), 159–164 (2005)
Singh, J.; Jain, S.C.: Mechanical issues in laser and abrasive water jet cutting. J Min Met Mater Soc 47(1), 28–30 (1995)
El-Hofy, H.: Advanced machining processes: non-traditional and hybrid machining processes. McGraw Hill Professional, New York (2005)
Rouniyar, A.K.; Shandilya, P.: Optimization of process parameters in magnetic field assisted powder mixed EDM of aluminium 6061 alloy. Proc. Inst. Mech. Eng. C J. Mech. Eng. Sci. (2020). https://doi.org/10.1177/0954406220959108
Rouniyar, A.K.; Shandilya, P.: Semi-empirical modeling and optimization of process parameters on overcut during MFAPM-EDM of Al6061 alloy. P I Mech. Eng. E-J. Pro. (2021). https://doi.org/10.1177/09544089211015890
Wang, C.; Qiang, Z.: Comparison of Micro-EDM Characteristics of Inconel 706 between EDM Oil and an Al Powder-Mixed Dielectric Powder Size. Adv. Mater. Sci. Eng. 2019, 1–11 (2019)
Kumar, S.; Goud, M.M.; Suri, N.M.: Experimental investigation of magnetic-field-assisted electric discharge machining by silicon-based dielectric of Inconel 706 superalloy. Sādhanā 45(253), 1–8 (2020)
Kumar, S.; Goud, M.M.; Suri, N.M.: An Investigation of Magnetic-field-assisted EDM by Silicon and Boron Based Dielectric of Inconel 706. SILICON (2020). https://doi.org/10.1007/s12633-020-00776-9
Sajeevan, R.; Dubey, A.K.: Machining quality comparison of Al-TiB2 composite using conventional EDM and magnetic force-assisted powder-mixed EDM. Adv. Mater. Process. Technol. (2021). https://doi.org/10.1080/2374068X.2021.1945299
Kant, K.: Experimental investigation of magnetic field assisted on EDM process by using Taguchi method on EN-19 tool steel. Glob. J. Res. Eng. 15(3), 27–35 (2015)
Rouniyar, A.K.; Shandilya, P.: Study of surface crack density and microhardness of Aluminium 6061 alloy machined by EDM with mixed powder and assisted magnetic field. J. Micromanuf. (2021). https://doi.org/10.1177/25165984211016445
Sajeevan, R.; Dubey, A.K.: Experimental Study on Indigenously developed Magnetic Force-assisted Powder-mixed EDM Set-up of Al based MMC. Adv. Mater. Process. Technol. (2021). https://doi.org/10.1080/2374068X.2021.1945309
Rouniyar, A.K.; Shandilya, P.: Experimental investigation on recast layer and surface roughness on Aluminium 6061 alloy during magnetic field assisted powder mixed electrical discharge machining. J. Mater. Eng. Perform. 29, 7981–7992 (2020)
Rouniyar, A.K.; Shandilya, P.: Experimental study on material removal rate of Al6061 machined with magnetic field assisted powder mixed electrical discharge machining. J. Phys. Conf. Ser. 1240(012018), 1–8 (2019)
Bains, P.S.; Sidhu, S.S.; Payal, H.S.: An investigation of magnetic-field-assisted EDM of composites. Mater. Manuf. Process. (2017). https://doi.org/10.1080/10426914.2017.1364857
Bhattacharya, A.; Batish, A.; Bhatt, G.: Material transfer mechanism during magnetic field–assisted electric discharge machining of AISI D2, D3 and H13 die steel. Proc. Inst. Mech. Eng. B J. Eng. Manuf. 229(1), 62–74 (2015)
Rouniyar, A.K.; Shandilya, P.: Improvement in machined surface with the use of powder and magnetic field assisted on machining Aluminium 6061 alloy with EDM. IOP. Conf. Ser. Mater. Sci. Eng. 647(012002), 1–6 (2019). https://doi.org/10.1088/1757-899X/647/1/012002
Technical Bulletin: Inconel alloy 706 (Publication number SMC- 091), Special Metals Corporation. Retrieved from: http://www.specialmetals.com/assets/documents/alloys/inconel/inconel-alloy-706.pdf Accessed 16 Oct 2018
Kumar, S.; Goud, M.M.; Suri, N.M.: A comprehensive review on processing of Ni-Cr based superalloys through EDM and its variants. Eng. Appl. Sci. Res. 48(3), 324–339 (2021)
Kumar, M.; Vaishya, R.O.; Oza, A.D.; Suri, N.M.: Experimental investigation of Wire- Electrochemical Discharge Machining (WECDM) Performance characteristics for quartz material. SILICON 12, 2211–2220 (2020)
Kumar, M.; Satsangi, P.S.: A study on machining performance of wire electric discharge grinding (WEDG) process during machining of tungsten alloy micro-tools. Sådhanå 46, 69 (2021)
Kumar, S.; Goud, M.M.; Suri, N.M.: A study to improve the machining characteristics in electrode discharge machining of Inconel 706 super alloys. Int. J. Tech. Innov. Mod. Eng. Sci. 5(12), 1–6 (2019)
Lin, Y.C.; Lee, H.S.: Machining characteristics of magnetic force-assisted EDM. Int. J. Mach. Tool Manu. 48(11), 1179–1186 (2008)
Julong, D.: Introduction to grey system theory. J. Grey Syst. 1, 1–24 (1989)
Lin, C.L.; Lin, J.L.; Ko, T.C.: Optimisation of the EDM process based on the orthogonal array with fuzzy logic and grey relational analysis method. Int. J. Adv. Manuf. Technol. 19, 271–277 (2002)
Lin, J.L.; Lin, C.L.: The use of the orthogonal array with grey relational analysis to optimize the electrical discharge machining process with multiple performance characteristics. J. Mache. Tools Manuf. 42, 237–244 (2002)
Lin, Y.C.; Lee, H.S.: Optimization of machining parameters using magnetic-force-assisted EDM based on gray relational analysis. Int. J. Adv. Manuf. Technol. 42, 1052–1064 (2009)
Tripathy, S.; Tripathy, D.K.: Multi-attribute optimization of machining process parameters in powder mixed electro-discharge machining using TOPSIS and grey relational analysis. Eng. Sci. Technol. Int. J. 19, 62–70 (2016)
Sarikaya, M.; Gullu, A.: Multi-response optimization of MQL parameters using Taguchi based GRA in turning of difficult to cut alloy Haynes 25. J. Clean Prod. (2014). https://doi.org/10.1016/j.jclepro.2014.12.020
Mian, S.H.; Umer, U.; Alkhalefah, H.: Optimization of scanning parameters in coordinate metrology using grey relational analysis and fuzzy logic. Math. Probl. Eng. (2019). https://doi.org/10.1155/2019/2085962
Acknowledgements
This work was carried out at the Department of Production and Industrial Engineering, Punjab Engineering College (Deemed to be University), Chandigarh. The authors would also like to acknowledge SAIF, Panjab University, Chandigarh, for providing the FESEM facility.
Funding
Not applicable.
Author information
Authors and Affiliations
Contributions
Not applicable.
Corresponding author
Ethics declarations
Conflict of interest
The authors declared no potential conflicts of interest.
Ethical Approval
Not applicable.
Consent to Participate
The authors give full consent to participate in this research work.
Consent for Publication
The authors give full consent for the publication of this research work.
Compliance with Ethical Standards
The authors ensure that accepted principles of ethical and professional conduct have been followed during this research work.
Rights and permissions
About this article
Cite this article
Kumar, S., Goud, M. & Suri, N.M. Grey Relational Analysis-Based Multi-Response Optimization of Magnetic-Field-Assisted Powder-Mixed Electric Discharge Machining of Inconel 706. Arab J Sci Eng 47, 8315–8339 (2022). https://doi.org/10.1007/s13369-021-06204-3
Received:
Accepted:
Published:
Issue Date:
DOI: https://doi.org/10.1007/s13369-021-06204-3