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Erschienen in: International Journal on Interactive Design and Manufacturing (IJIDeM) 2/2024

01.11.2023 | Original Paper

Investigation of delamination and surface roughness in end milling of glass fibre reinforced polymer composites using Fuzzy Model and Grey wolf Optimizer

verfasst von: I. Infanta Mary Priya, K. Palanikumar, N. Senthilkumar, P. Siva Prabha

Erschienen in: International Journal on Interactive Design and Manufacturing (IJIDeM) | Ausgabe 2/2024

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Abstract

This work deals with the end milling operation on glass fibre (± 45° orientation) reinforced polymer (GFRP) composites using three different end mill cutters with four flutes of 6 mm diameter. Three factors such as end-milling cutters, cutting speed (CS) and feed rate (FR) are considered whereas delamination (Fd) and surface roughness (SR) are the measures for this machining. Box Behnken design (BBD) of response surface methodology (RSM) is adopted for designing the trial runs, regression modelling and fuzzy inference prediction analysis were carried out. Analysis of Variance shows that for SR and Fd, all the considered inputs are significant. Bi-directional glass fibres are bonded well with the epoxy matrix and no pores or voids are seen in micrographs. The reason why SR rises as CS and FR rise is high friction between tool and workpiece, increasing the FR drastically increases the Fd whereas at lower and higher CS lower Fd is achieved. The maximum deviation between experimental and regression predicted value is 7.48% for SR and 0.71% for Fd, Among fuzzy and experimental results the deviation is 4.99% for SR and 1.04% for Fd. Nature inspired metaheuristic algorithm grey wolf optimizer (GWO) produces the optimum condition 60 rpm of CS and FR of 0.05 mm/rev for a combined objective function value towards minimization of 1.2875 for TiAlCN end mill cutter. Thus, the experimental, regression and fuzzy inference models are thoroughly examined and presented.

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Literatur
1.
Zurück zum Zitat Astrom, B.T.: Manufacturing of Polymer Composites. CRC Press, London (2018)CrossRef Astrom, B.T.: Manufacturing of Polymer Composites. CRC Press, London (2018)CrossRef
2.
Zurück zum Zitat Ali, H.M., Iqbal, A., Liang, L.: A comparative study on the use of drilling and milling processes in hole making of GFRP composite. Sadhana 38(4), 743–760 (2013)CrossRef Ali, H.M., Iqbal, A., Liang, L.: A comparative study on the use of drilling and milling processes in hole making of GFRP composite. Sadhana 38(4), 743–760 (2013)CrossRef
3.
Zurück zum Zitat Azmi, A.I., Lin, R.J.T., Bhattacharyya, D.: Experimental study of machinability of GFRP composites by end milling. Mater. Manuf. Process. 27(10), 1045–1050 (2012)CrossRef Azmi, A.I., Lin, R.J.T., Bhattacharyya, D.: Experimental study of machinability of GFRP composites by end milling. Mater. Manuf. Process. 27(10), 1045–1050 (2012)CrossRef
4.
Zurück zum Zitat Prashanth, I.S.N.V.R., Shankar, D.R., Hussain, M.M., Mouli, B.C.: Critical analysis in milling of GFRP composites by various end mill tools. Mater. Today Proc. 5(6), 14607–14617 (2018)CrossRef Prashanth, I.S.N.V.R., Shankar, D.R., Hussain, M.M., Mouli, B.C.: Critical analysis in milling of GFRP composites by various end mill tools. Mater. Today Proc. 5(6), 14607–14617 (2018)CrossRef
5.
Zurück zum Zitat Thakur, R.K., Sharma, D., Singh, K.K.: Optimization of surface roughness and delamination factor in end milling of graphene modified GFRP using response surface methodology. Mater. Today Proc. 19, 133–139 (2019)CrossRef Thakur, R.K., Sharma, D., Singh, K.K.: Optimization of surface roughness and delamination factor in end milling of graphene modified GFRP using response surface methodology. Mater. Today Proc. 19, 133–139 (2019)CrossRef
6.
Zurück zum Zitat Roushan, A., Bandyopadhyay, A., Banerjee, S.: Multiple performance characteristics optimisation in side and face milling of glass fibre reinforced polyester composite at different weightage of performances by grey relational analysis. Int. J. Mach. Mach. Mater. 19(1), 41–56 (2017) Roushan, A., Bandyopadhyay, A., Banerjee, S.: Multiple performance characteristics optimisation in side and face milling of glass fibre reinforced polyester composite at different weightage of performances by grey relational analysis. Int. J. Mach. Mach. Mater. 19(1), 41–56 (2017)
7.
Zurück zum Zitat Mathivanan, N.R., Mahesh, B.S., Shetty, H.A.: An experimental investigation on the process parameters influencing machining forces during milling of carbon and glass fiber laminates. Measurement 91, 39–45 (2016)ADSCrossRef Mathivanan, N.R., Mahesh, B.S., Shetty, H.A.: An experimental investigation on the process parameters influencing machining forces during milling of carbon and glass fiber laminates. Measurement 91, 39–45 (2016)ADSCrossRef
8.
Zurück zum Zitat Prasanth, I.S.N.V.R., Ravishankar, D.V., Hussain, M.M., Badiganti, C.M., Sharma, V.K., Pathak, S.: Investigations on performance characteristics of GFRP composites in milling. Int. J. Adv. Manuf. Technol. 99(5–8), 1351–1360 (2018)CrossRef Prasanth, I.S.N.V.R., Ravishankar, D.V., Hussain, M.M., Badiganti, C.M., Sharma, V.K., Pathak, S.: Investigations on performance characteristics of GFRP composites in milling. Int. J. Adv. Manuf. Technol. 99(5–8), 1351–1360 (2018)CrossRef
9.
Zurück zum Zitat Wang, X., Melly, S.K., Li, N., Wang, G.D., Peng, T., Li, Y., Zhao, Q.D.: Helical milling response of glass fiber-reinforced polymer composite with carbon nanotube buckypaper interlayer. Polym. Polymer Compos. 5, 967 (2019) Wang, X., Melly, S.K., Li, N., Wang, G.D., Peng, T., Li, Y., Zhao, Q.D.: Helical milling response of glass fiber-reinforced polymer composite with carbon nanotube buckypaper interlayer. Polym. Polymer Compos. 5, 967 (2019)
10.
Zurück zum Zitat Jenarthanan, M.P., Gavireddy, P.K.R., Gummadi, C.S., Mandapaka, S.R.: Optimization of process parameters on machining force and MRR during end milling of GFRP composites using GRA. World J. Eng. 2, 63 (2018) Jenarthanan, M.P., Gavireddy, P.K.R., Gummadi, C.S., Mandapaka, S.R.: Optimization of process parameters on machining force and MRR during end milling of GFRP composites using GRA. World J. Eng. 2, 63 (2018)
11.
Zurück zum Zitat Neeli, N., Jenarthanan, M.P., Kumar, G.D.: Multi-response optimization for machining GFRP composites using GRA and DFA. Multidiscipline Model. Mater. Struct. 5, 69 (2018) Neeli, N., Jenarthanan, M.P., Kumar, G.D.: Multi-response optimization for machining GFRP composites using GRA and DFA. Multidiscipline Model. Mater. Struct. 5, 69 (2018)
12.
Zurück zum Zitat Vasudevan, H., Rajguru, R. and Deshpande, N.: A study on Edge Milling Operation of NEMA G11 GFRP Composites based on Grey-Taguchi method. In: Applied Mechanics and Materials, Trans Tech Publications Ltd., Vol. 592, pp. 18–22 (2014) Vasudevan, H., Rajguru, R. and Deshpande, N.: A study on Edge Milling Operation of NEMA G11 GFRP Composites based on Grey-Taguchi method. In: Applied Mechanics and Materials, Trans Tech Publications Ltd., Vol. 592, pp. 18–22 (2014)
13.
Zurück zum Zitat Jenarthanan, M.P., Ramesh Kumar, S., Jeyapaul, R.: Modelling of machining force in end milling of GFRP composites using MRA and ANN. Aust. J. Mech. Eng. 14(2), 104–114 (2016)CrossRef Jenarthanan, M.P., Ramesh Kumar, S., Jeyapaul, R.: Modelling of machining force in end milling of GFRP composites using MRA and ANN. Aust. J. Mech. Eng. 14(2), 104–114 (2016)CrossRef
14.
Zurück zum Zitat Priya, I., Vinayagam, B.K.: Investigation of drilling parameters using grey relational analysis and response surface methodology of biaxial glass fibre reinforced with modified epoxy resin composite. Int. J. Polym. Sci. 2, 63 (2018) Priya, I., Vinayagam, B.K.: Investigation of drilling parameters using grey relational analysis and response surface methodology of biaxial glass fibre reinforced with modified epoxy resin composite. Int. J. Polym. Sci. 2, 63 (2018)
17.
Zurück zum Zitat Guang-Min, L., Kai-Lin, C., Chen-Ting, H.: Acquisition of key vacuum-assisted resin transfer molding parameters through reverse scanning for application in the manufacturing of large fiber-reinforced-plastic products. Int. J. Polym. Sci. 2, 13 (2023). https://doi.org/10.1155/2023/7927196CrossRef Guang-Min, L., Kai-Lin, C., Chen-Ting, H.: Acquisition of key vacuum-assisted resin transfer molding parameters through reverse scanning for application in the manufacturing of large fiber-reinforced-plastic products. Int. J. Polym. Sci. 2, 13 (2023). https://​doi.​org/​10.​1155/​2023/​7927196CrossRef
22.
Zurück zum Zitat Senthilkumar, N., Kalaichelvan, K., Elangovan, K.: Mechanical behaviour of aluminum particulate epoxy composite–experimental study and numerical simulation. Int. J. Mech. Mater. Eng. 7(3), 214–221 (2012) Senthilkumar, N., Kalaichelvan, K., Elangovan, K.: Mechanical behaviour of aluminum particulate epoxy composite–experimental study and numerical simulation. Int. J. Mech. Mater. Eng. 7(3), 214–221 (2012)
24.
Zurück zum Zitat Gibson, A.G.: Composite Materials in the Offshore Industry, Editor(s): Anthony Kelly, Carl Zweben, Comprehensive Composite Materials, pp. 459–478. Pergamon, London (2000) Gibson, A.G.: Composite Materials in the Offshore Industry, Editor(s): Anthony Kelly, Carl Zweben, Comprehensive Composite Materials, pp. 459–478. Pergamon, London (2000)
25.
Zurück zum Zitat Kuang-Ting, H., Suresh, G.A.: Manufacturing Techniques for Polymer Matrix Composites (PMCs). Elsevier, London (2012) Kuang-Ting, H., Suresh, G.A.: Manufacturing Techniques for Polymer Matrix Composites (PMCs). Elsevier, London (2012)
27.
Zurück zum Zitat Subhadip, P., Sushreesudha, S., Sudhansu, R.D., Debabrata, D.: Experimental study and simulation of surface generation during machining of K-80 alumina ceramic in modified abrasive jet machining with different temperatures using Al2O3 abrasives. Int. J. Abrasive Technol. 10, 298–329 (2021). https://doi.org/10.1504/IJAT.2021.120291CrossRef Subhadip, P., Sushreesudha, S., Sudhansu, R.D., Debabrata, D.: Experimental study and simulation of surface generation during machining of K-80 alumina ceramic in modified abrasive jet machining with different temperatures using Al2O3 abrasives. Int. J. Abrasive Technol. 10, 298–329 (2021). https://​doi.​org/​10.​1504/​IJAT.​2021.​120291CrossRef
28.
Zurück zum Zitat Sundaraselvan, S., Senthilkumar, N.: Dry sliding wear behaviour of surface modified AZ61 magnesium alloy reinforced with nano titanium dioxide. J. Balkan Tribol. Assoc. 24(3), 429–452 (2018) Sundaraselvan, S., Senthilkumar, N.: Dry sliding wear behaviour of surface modified AZ61 magnesium alloy reinforced with nano titanium dioxide. J. Balkan Tribol. Assoc. 24(3), 429–452 (2018)
29.
Zurück zum Zitat Krishnamoorthy, A., Boopathy, S.R., Palanikumar, K.: Delamination analysis in drilling of CFRP composites using response surface methodology. J. Compos. Mater. 43(24), 2885–2902 (2009)ADSCrossRef Krishnamoorthy, A., Boopathy, S.R., Palanikumar, K.: Delamination analysis in drilling of CFRP composites using response surface methodology. J. Compos. Mater. 43(24), 2885–2902 (2009)ADSCrossRef
30.
Zurück zum Zitat Phadke, M.: Quality Engineering Using Robust Design. (n.p.): Phadke Associates, Incorporated (2021) Phadke, M.: Quality Engineering Using Robust Design. (n.p.): Phadke Associates, Incorporated (2021)
31.
Zurück zum Zitat Montgomery, D.C., Jones, B.: Design of Experiments: A Modern Approach. Wiley, London (2020) Montgomery, D.C., Jones, B.: Design of Experiments: A Modern Approach. Wiley, London (2020)
32.
Zurück zum Zitat Rajamurugan, T.V., Shanmugam, K., Palanikumar, K.: Analysis of delamination in drilling glass fiber reinforced polyester composites. Mater. Des. 45, 80–87 (2013)CrossRef Rajamurugan, T.V., Shanmugam, K., Palanikumar, K.: Analysis of delamination in drilling glass fiber reinforced polyester composites. Mater. Des. 45, 80–87 (2013)CrossRef
33.
Zurück zum Zitat Palanikumar, K., Prakash, S., Shanmugam, K.: Evaluation of delamination in drilling GFRP composites. Mater. Manuf. Process. 23(8), 858–864 (2008)CrossRef Palanikumar, K., Prakash, S., Shanmugam, K.: Evaluation of delamination in drilling GFRP composites. Mater. Manuf. Process. 23(8), 858–864 (2008)CrossRef
34.
35.
Zurück zum Zitat Willard, C.A.: Statistical Methods: An Introduction to Basic Statistical Concepts and Analysis. Taylor & Francis, London (2020)CrossRef Willard, C.A.: Statistical Methods: An Introduction to Basic Statistical Concepts and Analysis. Taylor & Francis, London (2020)CrossRef
36.
Zurück zum Zitat Mehmet, ŞA.D.İN.: Performances of cryo-treated and untreated cutting tools in machining of AA7075 aerospace aluminium alloy. Eur. Mech. Sci. 7(2), 70–81 (2023)CrossRef Mehmet, ŞA.D.İN.: Performances of cryo-treated and untreated cutting tools in machining of AA7075 aerospace aluminium alloy. Eur. Mech. Sci. 7(2), 70–81 (2023)CrossRef
39.
Zurück zum Zitat Murugesan, V., Thandavamoorthy, R., Cheruvu, A., Vinayagam, M.: Modeling and influence of thrust force torque and delamination during drilling of natural fiber composite. Polym. Compos. 1, 63 (2022) Murugesan, V., Thandavamoorthy, R., Cheruvu, A., Vinayagam, M.: Modeling and influence of thrust force torque and delamination during drilling of natural fiber composite. Polym. Compos. 1, 63 (2022)
41.
42.
Zurück zum Zitat Rajasekaran, T., Palanikumar, K., Vinayagam, B.K.: Application of fuzzy logic for modeling surface roughness in turning CFRP composites using CBN tool. Prod. Eng. Res. Devel. 5(2), 191–199 (2011)CrossRef Rajasekaran, T., Palanikumar, K., Vinayagam, B.K.: Application of fuzzy logic for modeling surface roughness in turning CFRP composites using CBN tool. Prod. Eng. Res. Devel. 5(2), 191–199 (2011)CrossRef
43.
Zurück zum Zitat Senthilkumar, N., Sudha, J., Muthukumar, V.: A grey-fuzzy approach for optimizing machining parameters and the approach angle in turning AISI 1045 steel. Adv. Prod. Eng. Manag. 10(4), 195–208 (2015) Senthilkumar, N., Sudha, J., Muthukumar, V.: A grey-fuzzy approach for optimizing machining parameters and the approach angle in turning AISI 1045 steel. Adv. Prod. Eng. Manag. 10(4), 195–208 (2015)
44.
Zurück zum Zitat Arjab, S.K., Francisco, C., Jenny, C., Tianhua, C.: Fuzzy Logic: Recent Applications and Developments. Springer, Berlin (2022) Arjab, S.K., Francisco, C., Jenny, C., Tianhua, C.: Fuzzy Logic: Recent Applications and Developments. Springer, Berlin (2022)
45.
46.
Zurück zum Zitat Kayaroganam, P., Krishnan, V.E., Natarajan, S., Muthusamy, K.: Drilling parameters analysis on in-situ Al/B4C/mica hybrid composite and an integrated optimization approach using fuzzy model and non-dominated sorting genetic algorithm. Metals. 11(12), 2060 (2021). https://doi.org/10.3390/met11122060CrossRef Kayaroganam, P., Krishnan, V.E., Natarajan, S., Muthusamy, K.: Drilling parameters analysis on in-situ Al/B4C/mica hybrid composite and an integrated optimization approach using fuzzy model and non-dominated sorting genetic algorithm. Metals. 11(12), 2060 (2021). https://​doi.​org/​10.​3390/​met11122060CrossRef
48.
Zurück zum Zitat Palanikumar, K., Karunamoorthy, L., Karthikeyan, R., Latha, B.: Optimization of machining parameters in turning GFRP composites using a carbide (K10) tool based on the Taguchi method with fuzzy logics. Met. Mater. Int. 12(6), 483–491 (2006)CrossRef Palanikumar, K., Karunamoorthy, L., Karthikeyan, R., Latha, B.: Optimization of machining parameters in turning GFRP composites using a carbide (K10) tool based on the Taguchi method with fuzzy logics. Met. Mater. Int. 12(6), 483–491 (2006)CrossRef
50.
Zurück zum Zitat Mirjalili, S., Saremi, S., Mirjalili, S.M., Coelho, L.D.S.: Multi-objective Grey Wolf optimizer: a novel algorithm for multi-criterion optimization. Expert Syst. Appl. 47, 106–119 (2016)CrossRef Mirjalili, S., Saremi, S., Mirjalili, S.M., Coelho, L.D.S.: Multi-objective Grey Wolf optimizer: a novel algorithm for multi-criterion optimization. Expert Syst. Appl. 47, 106–119 (2016)CrossRef
52.
Zurück zum Zitat Vasanthkumar, P., Balasundaram, R., Senthilkumar, N.: Sliding friction wear behaviour of seashell particulate reinforced polymer matrix composite – modeling and optimization through RSM and Grey Wolf optimizer. Trans. Can. Soc. Mech. Eng. 46(2), 329–345 (2022). https://doi.org/10.1139/tcsme-2021-0139CrossRef Vasanthkumar, P., Balasundaram, R., Senthilkumar, N.: Sliding friction wear behaviour of seashell particulate reinforced polymer matrix composite – modeling and optimization through RSM and Grey Wolf optimizer. Trans. Can. Soc. Mech. Eng. 46(2), 329–345 (2022). https://​doi.​org/​10.​1139/​tcsme-2021-0139CrossRef
53.
Zurück zum Zitat Mirjalili, S., Dong, J.S., Lewis, A.: Nature-Inspired Optimizers: Theories, Literature Reviews and Applications. Springer, Switzerland (2020)CrossRef Mirjalili, S., Dong, J.S., Lewis, A.: Nature-Inspired Optimizers: Theories, Literature Reviews and Applications. Springer, Switzerland (2020)CrossRef
57.
Zurück zum Zitat Shijin, L., Fucai, W.: Research on optimization of improved Gray Wolf optimization-extreme learning machine algorithm in vehicle route planning. Discrete Dyn. Nat. Soc. 2, 7 (2020)MathSciNet Shijin, L., Fucai, W.: Research on optimization of improved Gray Wolf optimization-extreme learning machine algorithm in vehicle route planning. Discrete Dyn. Nat. Soc. 2, 7 (2020)MathSciNet
Metadaten
Titel
Investigation of delamination and surface roughness in end milling of glass fibre reinforced polymer composites using Fuzzy Model and Grey wolf Optimizer
verfasst von
I. Infanta Mary Priya
K. Palanikumar
N. Senthilkumar
P. Siva Prabha
Publikationsdatum
01.11.2023
Verlag
Springer Paris
Erschienen in
International Journal on Interactive Design and Manufacturing (IJIDeM) / Ausgabe 2/2024
Print ISSN: 1955-2513
Elektronische ISSN: 1955-2505
DOI
https://doi.org/10.1007/s12008-023-01576-2

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