Prediction of effect of tungsten filled Co-30Cr-4Mo-1Ni metal matrix biomedical composite alloy on sliding wear peculiarity using Taguchi methodology and ANN

References

• Aherwar A, Singh A, Patnaik A. Cobalt based alloy: a better choice biomaterial for hip implants. Trends Biomater Artif Organs. 2016;30(1):50–55.
   Google Scholar
• Ghalme SG, Mankar A, Bhalerao Y. Biomaterials in hip joint replacement. Int J Sci Eng. 2016;4(2):113–125.
   Google Scholar
• Schappo H, Gindri IM, Cubillos PO, et al. Scanning electron microscopy and energy dispersive X-ray spectroscopy as a valuable tool to investigate the ultra high molecular weight polyethylene wear mechanisms and debris in hip implants. J Arthroplasty. 2017. DOI:10.1016/j.arth.2017.07.039.
   PubMedGoogle Scholar
• Aherwar A, Patnaik A, Bahraminasab M, et al. Preliminary evaluations on development of new materials for hip joint femoral head. Proc Inst Mech Eng L J Mater Des Appl. 2017: DOI:10.1177/1464420717714495.
   Google Scholar
• Simoes TA, Bryant MG, Brown AP, et al. Evidence for the dissolution of molybdenum during tribocorrosion of CoCrMo hip implants in the presence of serum protein. Acta Biomater. 2016;45:410–418.10.1016/j.actbio.2016.08.051
   PubMed Web of Science ®Google Scholar
• Pourzal R, Catelas I, Theissmann R, et al. Characterization of wear particles generated from CoCrMo alloy under sliding wear conditions. Wear. 2011;271:1658–1666.10.1016/j.wear.2010.12.045
   PubMed Web of Science ®Google Scholar
• Aherwar A, Singh A, Patnaik A. Study on mechanical and wear characterization of novel Co30Cr4Mo biomedical alloy with added nickel under dry and wet sliding conditions using Taguchi approach. Proc Inst Mech Eng L J Mater Des Appl. 2016. DOI:10.1177/1464420716638112.
   Google Scholar
• Sagbas B, Durakbasa MN, Sagbas M, et al. Measurement and theoretical determination of frictional temperature rise between sliding surfaces of artificial hip joints. Measurement. 2014;51:411–419.10.1016/j.measurement.2013.12.020
   Web of Science ®Google Scholar
• Kim RH, Dennis DA, Carothers JT. Metal-on-metal total hip arthroplasty. J Arthroplasty. 2008;23(7):44–46.
   Web of Science ®Google Scholar
• Konttinen YT, Zhao D, Beklen A, et al. The microenvironment around total hip replacement prostheses. Clin Orthop Relat Res. 2005;430:28–38.10.1097/01.blo.0000150451.50452.da
   Web of Science ®Google Scholar
• Wang A, Essner A, Schmidig G. The effect of lubricant composition on in vitro wear testing of polymeric acetabular components. J Biomed Mater Res Part B: Appl Biomater. 2004;68B:45–52.10.1002/(ISSN)1097-4636
   Web of Science ®Google Scholar
• Senthil PK, Manisekar K, Narayanasamy R. Experimental and prediction of abrasive wear behavior of sintered Cu-SiC composites containing graphite by using artificial neural networks. Tribol Trans. 2014;57:455–471.10.1080/10402004.2014.880979
   Web of Science ®Google Scholar
• Sakraoui T, Guessasma S, Fenineche NE, et al. Friction and wear behavior prediction of HVOF coatings and electroplated hard chromium using neural computation. Mater Lett. 2004;58:654–660.
   Web of Science ®Google Scholar
• Kavimani V, Prakash K. Tribological behaviour predictions of r-GO reinforced Mg composite using ANN coupled Taguchi approach. J Phys Chem Solids. 2017;110:409–419.10.1016/j.jpcs.2017.06.028
   Google Scholar
• Yetim AF, Codur MY, Yazici M. Using of artificial neural network for the prediction of tribological properties of plasma nitride 316L stainless steel. Mater Lett. 2015;158:170–173.10.1016/j.matlet.2015.06.015
   Web of Science ®Google Scholar
• Rout A, Satapathy A. Analysis of dry sliding wear behavior of rice husk filled epoxy composites using design of experiment and ANN. Procedia Eng. 2012;38:1218–1232.10.1016/j.proeng.2012.06.153
   Google Scholar
• Canakci A, Varol T, Ozsahin S. Analysis of the effect of a new process control agent technique on the mechanical milling process using a neural network model: measurement and modeling. Measurement. 2013;46:1818–1827.10.1016/j.measurement.2013.02.005
   Web of Science ®Google Scholar
• Canakci A, Varol T, Ozsahin S. Prediction of effect of volume fraction compact pressure and milling time on properties of Al-Al2O3 MMCs using neural networks. Met Mater Int. 2013;19:519–526.10.1007/s12540-013-3021-y
   Web of Science ®Google Scholar
• Varol T, Canakci A, Ozsahin S. Artificial neural network modeling to effect of reinforcement properties on the physical and mechanical properties of Al2O24–B4C composites produced by powder metallurgy. Composites: Part B. 2013;54:224–233.10.1016/j.compositesb.2013.05.015
   Web of Science ®Google Scholar
• Gyurova LA, Friedrich K. Artificial neural networks for predicting sliding friction and wear properties of polyphenylene sulfide composites. Tribol Int. 2011;44:603–609.10.1016/j.triboint.2010.12.011
   Web of Science ®Google Scholar
• Altinkok N, Koker R. Use of artificial neural network for predictions of physical properties and tensile strengths is particle reinforced aluminium matrix composites. J Mater Sci Eng. 2005;40:1767–1770.
   Google Scholar
• Rashed FS, Mahmoud TS. Prediction of wear behavior of A356/SiCp MMCs using neural networks. Tribol Int. 2009;42:642–648.10.1016/j.triboint.2008.08.010
   Web of Science ®Google Scholar
• A.S.T.M. G99-95, standard test method for wear testig with a Pin-on-Disc apparatus. West Consho-hocken (PA): ASTM International, Annual Book of Standards; 2000.
   Google Scholar
• Rout AK, Satapathy A. Study on mechanical and tribo-performance of rice-husk filled glass–epoxy hybrid composites. J Mater Des. 2012;41:131–141.10.1016/j.matdes.2012.05.002
   Web of Science ®Google Scholar
• Patnaik A, Satapathy A, Mahapatra SS. Study on erosion response of hybrid composites using Taguchi experimental design. J Eng Mater Technol. 2009;131:031011–031016.10.1115/1.3086334
   Web of Science ®Google Scholar
• Biswas S, Satapathy A. A study on tribological behavior of alumina-filled glass-epoxy composites using taguchi experimental design. Tribol Trans. 2010;53:520–532.10.1080/10402000903491309
   Web of Science ®Google Scholar
• Siddhartha, Patnaik A, Bhatt AD. Mechanical and dry sliding wear characterization of epoxy–TiO2 particulate filled functionally graded composites materials using Taguchi design of experiment. J Mater Des. 2011;32:615–627.10.1016/j.matdes.2010.08.011
   Web of Science ®Google Scholar
• Mandal N, Doloi B, Mondal B, et al. Optimization of flank wear using Zirconia Toughened Alumina (ZTA) cutting tool: Taguchi method and regression analysis. Measurement. 2011;44:2149–2155.10.1016/j.measurement.2011.07.022
   Web of Science ®Google Scholar
• Aherwar A, Singh A, Patnaik A. Current and future biocompatibility aspects of biomaterials for hip prosthesis. AIMS Bioeng. 2016;3(1):23–43.
   Web of Science ®Google Scholar
• Montero-Ocampo C, Juarez R, Salinas-Rodriguez A. Effect of FCC–HCP phase transformation produced by isothermal aging on the corrosion resistance of a Co-27Cr-5Mo-0.05C alloy. Metall Mater Trans A. 2007;33:2229–2235.
   Web of Science ®Google Scholar
• Liu R, Yao JH, Zhang QL, et al. Sliding wear and solid-particle erosion resistance of a novel high-tungsten Stellite alloy. Wear. 2015;322–323:41–50.10.1016/j.wear.2014.10.012
   Web of Science ®Google Scholar
• Rosenthal R, Cardoso BR, Bott IS, et al. Phase characterization in as-cast F-75 Co–Cr–Mo–C alloy. J Mater Sci. 2010;45(15):4021–4028.
   Web of Science ®Google Scholar
• ASTM F1537. Standard specification for wrought Cobalt–28Chromium–6Molybdenum alloys for surgical implants. West Conshohocken (PA): ASTM International. 2000.
   Google Scholar
• A.S.T.M. F75. Standard specification for Cobalt-28 Chromium-6 Molybdenum alloy castings and casting alloy for surgical implants (UNS R30075)1. West Consho-hocken (PA): ASTM International, Annual Book of Standards. 2014.
   Google Scholar
• Qu D, Zhou Z, Yum Y, et al. Mechanical characterization and modeling of brazed tungsten and Cu–Cr–Zr alloy using stress relief inter layers. J Nucl Mater. 2014;455:130–133.10.1016/j.jnucmat.2014.04.026
   Web of Science ®Google Scholar
• Karaali A, Mirouh K, Hamamda S, et al. Microstructural study of tungsten influence on Co–Cr alloys. Mater Sci Eng A. 2005;390:255–259.10.1016/j.msea.2004.08.001
   Web of Science ®Google Scholar
• Totouge M, Harima N, Takaki S, et al. Effect of tungsten on mechanical properties of high-purity 60 mass%Cr–Fe Alloys. Mater Trans. 2002;43(2):141–146.10.2320/matertrans.43.141
   Web of Science ®Google Scholar
• Karaali A, Mirouh K, Hamamda S, et al. Effect of tungsten 0–8 wt.% on the oxidation of Co–Cr alloys. Comput Mater Sci. 2005;33:37–43.10.1016/j.commatsci.2004.12.025
   Web of Science ®Google Scholar
• Jiahua Z, Yijun S, Xin F, et al. Prediction on tribological properties of carbon fiber and TiO2 synergistic reinforced polytetrafluoroethylene composites with artificial neural networks. Mater Des. 2009;30:1042–1049.
   Web of Science ®Google Scholar
• Mahapatra SS, Datta S. A grey-based taguchi method for wear assessment of red mud filled polyester composites. Int J Modeling Optimizat. 2011;1:1–9.
   Google Scholar
• Figueiredo-Pina CG, Yan Y, Neville A, et al. Understanding the differences between the wear of metal-on-metal and ceramic-on-metal total hip replacements. J Eng Med. 2008;363:285–295.10.1243/09544119JEIM363
   Web of Science ®Google Scholar
• Weston DP, Shipway PH, Harris SJ, et al. Friction and sliding wear behavior of electrodeposited cobalt and cobalt–tungsten alloy coatings for replacement of electrodeposited chromium. Wear. 2009;267:934–943.10.1016/j.wear.2009.01.006
   Web of Science ®Google Scholar
• Gispert MP, Serro AP, Colaço R, et al. Friction and wear mechanisms in hip prosthesis: comparison of joint materials behavior in several lubricants. Wear. 2006;260:149–158.10.1016/j.wear.2004.12.040
   Web of Science ®Google Scholar
• Kumagai1 K, Nomura N, Chiba A. Effect of dissolved oxygen content on Pin-on-Disc wear behavior of biomedical Co–Cr–Mo alloys in a like-on-like configuration in distilled water. Mater Trans. 2007;48(6):1511–1516.10.2320/matertrans.MRA2007601
   Web of Science ®Google Scholar
• Capel H, Shipway PH, Harris SJ. Sliding wear behavior of electrodeposited cobalt–tungsten and cobalt–tungsten–iron alloys. Wear. 2003;255:917–923.10.1016/S0043-1648(03)00241-2
   Web of Science ®Google Scholar
• Firkins PJ, Tipper JL, Ingham E, et al. A novel low wearing differential hardness, ceramic-on-metal hip joint prosthesis. J Bio-Mech. 2001;34(10):1291–1298.
   PubMed Web of Science ®Google Scholar
• Doni Z, Alves AC, Toptan F, et al.  Dry sliding and tribocorrosion behavior of hot pressed CoCrMo biomedical alloy as compared with the cast CoCrMo and Ti6Al4 V alloys. J Mater Des. 2013;52:47–57.10.1016/j.matdes.2013.05.032
   Web of Science ®Google Scholar
• Sierros KA, Morris NJ, Kukureka SN, et al. Dry and wet sliding wear of ITO-coated PET components used in flexible optoelectronic applications. Wear. 2009;267:625–631.10.1016/j.wear.2008.12.042
   Web of Science ®Google Scholar
• Haseeb A, Albers U, Bade K. Friction and wear characteristics of electrodeposited nanocrystalline nickel–tungsten alloy films. Wear. 2008;264:106–112.10.1016/j.wear.2007.02.004
   Web of Science ®Google Scholar