Multi-objective optimization of multi-axis ball-end milling Inconel 718 via grey relational analysis coupled with RBF neural network and PSO algorithm

Measurement: Journal of the International Measurement Confederation

Volumn 102, Issue , 2017, Pages 271-285

  Zhou, Jinhua ^a   Ren, Junxue ^a   Yao, Changfeng ^a  

^a NORTHWESTERN POLYTECHNICAL UNIVERSITY   (China)

Author keywords

Grey relational analysis; Multi axis ball end milling; Multi objective optimization; Residual stress; Surface roughness

Indexed keywords

BALL MILLING; DATA FLOW ANALYSIS; EVOLUTIONARY ALGORITHMS; INFORMATION THEORY; MANUFACTURE; MILLING (MACHINING); OPTIMIZATION; PARTICLE SWARM OPTIMIZATION (PSO); RADIAL BASIS FUNCTION NETWORKS; RESIDUAL STRESSES; SURFACE ROUGHNESS;

BALL END MILLING; GREY RELATIONAL ANALYSES (GRA); GREY RELATIONAL ANALYSIS; GREY RELATIONAL GRADE (GRG); MULTI-OBJECTIVE OPTIMIZATION PROBLEM; PARTICLE SWARM OPTIMIZATION ALGORITHM; RADIAL BASIS FUNCTION NEURAL NETWORKS; SINGLE OBJECTIVE OPTIMIZATION;

MULTIOBJECTIVE OPTIMIZATION;

EID: 85013335898     PISSN: 02632241     EISSN: None     Source Type: Journal    
DOI: 10.1016/j.measurement.2017.01.057     Document Type: Article

References (46)

1. [1] Liu, C., Ren, C.Z., Wang, G.F., Yang, Y.W., Zhang, L., Study on surface defects in milling Inconel 718 super alloy. J. Mech. Sci. Technol. 29 (Apr 2015), 1723–1730.
2. [2] Thakur, D.G., Ramamoorthy, B., Vijayaraghavan, L., Effect of cutting parameters on the degree of work hardening and tool life during high-speed machining of Inconel 718. Int. J. Adv. Manuf. Technol. 59:March (2012), 483–489.
3. [3] Jafarian, F., Amirabadi, H., Sadri, J., Experimental measurement and optimization of tensile residual stress in turning process of Inconel718 superalloy. Measurement 63 (2015), 1–10.
4. [4] Toh, C.K., Surface topography analysis in high speed finish milling inclined hardened steel. Prec. Eng. 28 (2004), 386–398.
5. [5] Toh, C.K., Design, evaluation and optimisation of cutter path strategies when high speed machining hardened mould and die materials. Mater. Des. 26 (2005), 517–533.
6. [6] Toh, C.K., Cutter path orientations when high-speed finish milling inclined hardened steel. Int. J. Adv. Manuf. Technol. 27 (2006), 473–480.
7. [7] Dikshit, M.K., Puri, A.B., Maity, A., Optimization of surface roughness in ball-end milling using teaching-learning-based optimization and response surface methodology. Proc. Inst. Mech. Eng. Part B: J. Eng. Manuf., 2016, 1–12.
8. [8] Tan, L., Yao, C., Ren, J., Zhang, D., Effect of cutter path orientations on cutting forces, tool wear, and surface integrity when ball end milling TC17. Int. J. Adv. Manuf. Technol., 2016, 1–14.
9. [9] Buj-Corral, I., Vivancos-Calvet, J., Domínguez-Fernández, A., Surface topography in ball-end milling processes as a function of feed per tooth and radial depth of cut. Int. J. Mach. Tools Manuf 53 (2012), 151–159.
10. [10] Lavernhe, S., Quinsat, Y., Lartigue, C., Model for the prediction of 3D surface topography in 5-axis milling. Int. J. Adv. Manuf. Technol. 51 (2010), 915–924.
11. [11] Chen, X., Zhao, J., Li, Y., Han, S., Cao, Q., Li, A., Investigation on ball end milling of P20 die steel with cutter orientation. Int. J. Adv. Manuf. Technol. 59 (2012), 885–898.
12. [12] Chen, X., Zhao, J., Dong, Y., Li, A., Wang, D., Research on the machined surface integrity under combination of various inclination angles in multi-axis ball end milling. Proc. Inst. Mech. Eng., Part B: J. Eng. Manuf. 228 (2014), 31–50.
13. [13] Chen, X., Zhao, J., Zhang, W., Influence of milling modes and tool postures on the milled surface for multi-axis finish ball-end milling. Int. J. Adv. Manuf. Technol. 77 (2015), 2035–2050.
14. [14] Bhopale, N.N., Pawade, R.S., Joshi, S.S., Surface quality analysis in ball end milling of Inconel 718 cantilevers by response surface methodology. Proc. Inst. Mech. Eng. Part B: J. Eng. Manuf., 2015, 1–13.
15. [15] Cai, X.J., Qin, S., Li, J.L., An, Q.L., Chen, M., Experimental investigation on surface integrity of end milling nickel-based Alloy Inconel 718. Mach. Sci. Technol. 18:January (2014), 31–46.
16. [16] Ma, J.W., Wang, F.J., Jia, Z.Y., Xu, Q., Yang, Y.Y., Study of machining parameter optimization in high speed milling of Inconel 718 curved surface based on cutting force. Int. J. Adv. Manuf. Technol. 75:October (2014), 269–277.
17. [17] Jiang, F., Li, J., Yan, L., Sun, J., Zhang, S., Optimizing end-milling parameters for surface roughness under different cooling/lubrication conditions. Int. J. Adv. Manuf. Technol. 51 (2010), 841–851.
18. [18] Devillez, A., Le Coz, G., Dominiak, S., Dudzinski, D., Dry machining of Inconel 718, workpiece surface integrity. J. Mater. Process. Technol. 211 (2011), 1590–1598.
19. [19] Akhtar, W., Sun, J., Chen, W., Effect of machining parameters on surface integrity in high speed milling of super alloy GH4169/Inconel 718. Mater. Manuf. Processes 31 (2016), 620–627.
20. [20] M'Saoubi, R., Larsson, T., Outeiro, J., Guo, Y., Suslov, S., Saldana, C., et al. Surface integrity analysis of machined Inconel 718 over multiple length scales. Cirp Ann.-Manuf. Technol. 61 (2012), 99–102.
21. [21] Taşkesen, A., Kütükde, K., Experimental investigation and multi-objective analysis on drilling of boron carbide reinforced metal matrix composites using grey relational analysis. Measurement 47 (2014), 321–330.
22. [22] Goel, B., Singh, S., Sarepaka, R.V., Optimizing single point diamond turning for mono-crystalline germanium using grey relational analysis. Mater. Manuf. Processes 30:August (2015), 1018–1025.
23. [23] Sarikaya, M., Yilmaz, V., Dilipak, H., Modeling and multi-response optimization of milling characteristics based on Taguchi and gray relational analysis. Proc. Inst. Mech. Eng. Part B-J. Eng. Manuf. 230:June (2016), 1049–1065.
24. [24] Prasanna, J., Karunamoorthy, L., Venkat Raman, M., Prashanth, S., Raj Chordia, D., Optimization of process parameters of small hole dry drilling in Ti–6Al–4V using Taguchi and grey relational analysis. Measurement 48 (2014), 346–354.
25. [25] Tang, L., Du, Y.T., Multi-objective optimization of green electrical discharge machining Ti–6Al–4V in tap water via grey-taguchi method. Mater. Manuf. Process. 29 (2014), 507–513.
26. [26] Kumar, S.S., Uthayakumar, M., Kumaran, S.T., Parameswaran, P., Mohandas, E., Kempulraj, G., et al. Parametric optimization of wire electrical discharge machining on aluminium based composites through grey relational analysis. J. Manuf. Process. 20:October (2015), 33–39.
27. [27] Nelabhotla, D.M., Jayaraman, T.V., Asghar, K., Das, D., The optimization of chemical mechanical planarization process-parameters of c-plane gallium-nitride using Taguchi method and grey relational analysis. Mater. Des. 104:August (2016), 392–403.
28. [28] Jangra, K.K., Sharma, N., Khanna, R., Matta, D., An experimental investigation and optimization of friction stir welding process for AA6082 T6 (cryogenic treated and untreated) using an integrated approach of Taguchi, grey relational analysis and entropy method. Proc. Inst. Mech. Eng. Part L-J. Mater.-Des. Appl. 230:April (2016), 454–469.
29. [29] Ghetiya, N.D., Patel, K.M., Kavar, A.J., Multi-objective optimization of FSW process parameters of aluminium alloy using taguchi-based grey relational analysis. Trans. Indian Inst. Met. 69:May (2016), 917–923.
30. [30] Ren, J., Zhou, J., Zeng, J., Analysis and optimization of cutter geometric parameters for surface integrity in milling titanium alloy using a modified grey-Taguchi method. Proc. Inst. Mech. Eng., Part B: J. Eng. Manuf., 230, 2016, 2214 2214-2128.
31. [31] Ren, J.X., Zhou, J.H., Wei, J.W., Optimization of cutter geometric parameters in end milling of titanium alloy using the grey-Taguchi method. Adv. Mech. Eng. 7:February (2015), 1–10.
32. [32] Meng, F., Dong, Q., Wang, P., Wang, Y., Multiobjective optimization for the impeller of centrifugal fan based on response surface methodology with grey relational analysis method. Adv. Mech. Eng. 6 (2014), 1–13.
33. 3 composite using grey based response surface methodology (GRSM). Measurement 73:September (2015), 596–606.
34. [34] Adalarasan, R., Santhanakumar, M., Rajmohan, M., Application of grey Taguchi-based response surface methodology (GT-RSM) for optimizing the plasma arc cutting parameters of 304L stainless steel. Int. J. Adv. Manuf. Technol. 78:May (2015), 1161–1170.
35. 3 composite using grey theory based principal component analysis (GT-PCA). J. Braz. Soc. Mech. Sci. Eng. 37:September (2015), 1515–1528.
36. [36] Dao, T.-P., Multiresponse optimization of a compliant guiding mechanism using hybrid Taguchi-grey based fuzzy logic approach. Math. Probl. Eng. 2016 (2016), 1–18.
37. [37] Yeh, J.-H., Tsai, T.-N., Optimizing the fine-pitch copper wire bonding process with multiple quality characteristics using a grey-fuzzy Taguchi method. Microelectron. Reliab. 54 (2014), 287–296.
38. [38] Gok, A., A new approach to minimization of the surface roughness and cutting force via fuzzy TOPSIS, multi-objective grey design and RSA. Measurement 70 (2015), 100–109.
39. [39] Ramesh, S., Viswanathan, R., Ambika, S., Measurement and optimization of surface roughness and tool wear via grey relational analysis, TOPSIS and RSA techniques. Measurement 78:January (2016), 63–72.
40. [40] Yin, Y.M., Cui, H.Y., Hong, M., Zhao, D.Y., Prediction of the vertical vibration of ship hull based on grey relational analysis and SVM method. J. Mar. Sci. Technol. 20:September (2015), 467–474.
41. [41] R.C. Eberhart, J. Kennedy, A new optimizer using particle swarm theory, in: Proceedings of the Sixth International Symposium on Micro Machine and Human Science, 1995, pp. 39–43.
42. [42] Yusup, N., Zain, A.M., Hashim, S.Z.M., Overview of PSO for optimizing process parameters of machining. Proc. Eng. 29 (2012), 914–923 2012/01/01 2012.
43. [43] Zhou, J., Ren, J., Feng, Y., Tian, W., Shi, K., A modified parallel-sided shear zone model for determining material constitutive law. Int. J. Adv. Manuf. Technol., 2016, 1–15.
44. [44] Rashid, M.F.F., Hutabarat, W., Tiwari, A., A review on assembly sequence planning and assembly line balancing optimisation using soft computing approaches. Int. J. Adv. Manuf. Technol. 59 (2012), 335–349.
45. [45] Bhopale, N.N., Joshi, S.S., Pawade, R.S., Experimental Investigation into the effect of ball end milling parameters on surface integrity of Inconel 718. J. Mater. Eng. Perform. 24:February (2015), 986–998.
46. [46] Pawade, R.S., Joshi, S.S., Multi-objective optimization of surface roughness and cutting forces in high-speed turning of Inconel 718 using Taguchi grey relational analysis (TGRA). Int. J. Adv. Manuf. Technol. 56 (2011), 47–62.