Abstract
High-speed grinding technology is being applied to the precision machining of 20CrMnTi steel gears, shafts and bearings suffering from fatigue damage. The response surface methodology (RSM) was used as an optimization method of high-speed grinding parameters to reach a higher anti-fatigue performance of 20CrMnTi steel workpieces. The mathematical formulas were established to clarify the effect of grinding parameters on surface integrity indexes including surface roughness, hardness and residual stress. The distribution of residual stress and the thickness of thermal influenced layer on the subsurface were measured, and the thermal field was analyzed by finite element simulation of grinding process. Results show that an appropriate increase in workpiece speed and a decrease in wheel speed and depth of cut can result in lower surface roughness and higher residual compressive stress to promote anti-fatigue performance. The thickness of the heat affected layer and grinding temperature is extremely sensitive to the depth of cut, which should be controlled below 15 μm to avoid embrittlement induced by re-quenching and subsurface heat damage. To improve anti-fatigue performance, the grinding parameters with wheel speed, workpiece speed and depth of cut of 90 m/s, 0.836 m/s and 12 μm with desirability function 0.931 are the ideal solution under the processing conditions in this study.
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16 September 2022
A Correction to this paper has been published: https://doi.org/10.1007/s00170-022-10155-w
References
Choudhary A, Naskar A, Paul S (2018) Effect of minimum quantity lubrication on surface integrity in high-speed grinding of sintered alumina using single layer diamond grinding wheel. Ceram Int 44:17013–17021. https://doi.org/10.1016/j.ceramint.2018.06.144
Naskar A, Choudhary A, Paul S (2020) Wear mechanism in high-speed superabrasive grinding of titanium alloy and its effect on surface integrity. Wear 462–463:203475. https://doi.org/10.1016/j.wear.2020.203475
Wu C, Pang J, Li B, Liang SY (2019) High-speed grinding of HIP-SiC ceramics on transformation of microscopic features. Int J Adv Manuf Technol 1025(102):1913–1921. https://doi.org/10.1007/S00170-018-03226-4
Chen J, Fang Q, Zhang L (2014) Investigate on distribution and scatter of surface residual stress in ultra-high speed grinding. Int J Adv Manuf Technol 75:615–627. https://doi.org/10.1007/s00170-014-6128-5
Huang Y, Li S, Xiao G et al (2021) Research on the fatigue failure behavior of 1Cr17Ni2 blades ground by abrasive belt with passivation treatment. Eng Fail Anal 129:1–13. https://doi.org/10.1016/j.engfailanal.2021.105670
Chen T, Zhu Y, Xi XX et al (2021) Process parameter optimization and surface integrity evolution in the high-speed grinding of TiAl intermetallics based on grey relational analysis method. Int J Adv Manuf Technol 117:2895–2908. https://doi.org/10.1007/s00170-021-07882-x
Zhang S, Yang Z, Jiang R et al (2021) Effect of creep feed grinding on surface integrity and fatigue life of Ni3Al based superalloy IC10. Chinese J Aeronaut 34:438–448. https://doi.org/10.1016/j.cja.2020.02.025
Wan L, Deng Z, Liu T et al (2016) Experimental investigation of grinding temperature and burn in high speed deep camshaft grinding. Int J Abras Technol 7:321–336. https://doi.org/10.1504/IJAT.2016.081357
Wang L, Tang X, Wang L et al (2019) Mechanism of grinding-induced burns and cracks in 20CrMnTi steel gear. Mater Manuf Process 34:1143–1150. https://doi.org/10.1080/10426914.2019.1605173
Zhang F, Duan C, Sun W, Ju K (2019) Effects of cutting conditions on the microstructure and residual stress of white and dark layers in cutting hardened steel. J Mater Process Technol 266:599–611. https://doi.org/10.1016/j.jmatprotec.2018.11.038
Wang Y, Meletis EI, Huang H (2013) Quantitative study of surface roughness evolution during low-cycle fatigue of 316L stainless steel using Scanning Whitelight Interferometric (SWLI) Microscopy. Int J Fatigue 48:280–288. https://doi.org/10.1016/j.ijfatigue.2012.11.009
de Lacerda JC, Martins GD, Signoretti VT, Teixeira RLP (2017) Evolution of the surface roughness of a low carbon steel subjected to fatigue. Int J Fatigue 102:143–148. https://doi.org/10.1016/j.ijfatigue.2017.05.010
Zhu L, Jia MP (2017) A new approach for the influence of residual stress on fatigue crack propagation. Results Phys 7:2204–2212. https://doi.org/10.1016/j.rinp.2017.06.039
Li HY, Sun HL, Bowen P, Knott JF (2018) Effects of compressive residual stress on short fatigue crack growth in a nickel-based superalloy. Int J Fatigue 108:53–61. https://doi.org/10.1016/j.ijfatigue.2017.11.010
Seo S, Huang EW, Woo W, Lee SY (2017) Neutron diffraction residual stress analysis during fatigue crack growth retardation of stainless steel. Int J Fatigue 104:408–415. https://doi.org/10.1016/j.ijfatigue.2017.08.007
Savaria V, Bridier F, Bocher P (2016) Predicting the effects of material properties gradient and residual stresses on the bending fatigue strength of induction hardened aeronautical gears. Int J Fatigue 85:70–84. https://doi.org/10.1016/j.ijfatigue.2015.12.004
Rego R, Löpenhaus C, Gomes J, Klocke F (2018) Residual stress interaction on gear manufacturing. J Mater Process Technol 252:249–258. https://doi.org/10.1016/j.jmatprotec.2017.09.017
Kim JC, Cheong SK, Noguchi H (2013) Residual stress relaxation and low- and high-cycle fatigue behavior of shot-peened medium-carbon steel. Int J Fatigue 56:114–122. https://doi.org/10.1016/j.ijfatigue.2013.07.001
Roessle ML, Fatemi A (2000) Strain-controlled fatigue properties of steels and some simple approximations. Int J Fatigue 22:495–511. https://doi.org/10.1016/S0142-1123(00)00026-8
Liu H, Liu H, Bocher P et al (2018) Effects of case hardening properties on the contact fatigue of a wind turbine gear pair. Int J Mech Sci 141:520–527. https://doi.org/10.1016/j.ijmecsci.2018.04.010
Sakamoto J, Hamada S, Noguchi H (2018) Effects of the shape of small flaws and damage due to a focused ion beam on the fatigue strength characteristics of annealed medium-carbon steel. Eng Fail Anal 87:49–68. https://doi.org/10.1016/j.engfailanal.2018.02.005
Wu H, Hamada S, Noguchi H (2014) Fatigue strength characteristics evaluation of SUH660 considering small fatigue crack propagation behavior and hardness distribution. Int J Fatigue 63:1–11. https://doi.org/10.1016/j.ijfatigue.2013.12.011
Sarhan AAD, Zalnezhad E, Hamdi M (2013) The influence of higher surface hardness on fretting fatigue life of hard anodized aerospace AL7075-T6 alloy. Mater Sci Eng A 560:377–387. https://doi.org/10.1016/j.msea.2012.09.082
Papanikolaou M, Salonitis K (2019) Contact stiffness effects on nanoscale high-speed grinding: A molecular dynamics approach. Appl Surf Sci 493:212–224. https://doi.org/10.1016/j.apsusc.2019.07.022
Sharmin I, Moon M, Talukder S et al (2020) Impact of nozzle design on grinding temperature of hardened steel under MQL condition. Mater Today Proc 38:3232–3237. https://doi.org/10.1016/j.matpr.2020.09.717
Verma N, ManojKumar K, Ghosh A (2017) Characteristics of aerosol produced by an internal-mix nozzle and its influence on force, residual stress and surface finish in SQCL grinding. J Mater Process Technol 240:223–232. https://doi.org/10.1016/j.jmatprotec.2016.09.014
Jermolajev S, Epp J, Heinzel C, Brinksmeier E (2016) Material modifications caused by thermal and mechanical load during grinding. Procedia CIRP 45:43–46. https://doi.org/10.1016/J.PROCIR.2016.02.159
Laamouri A, Sidhom H, Braham C (2013) Evaluation of residual stress relaxation and its effect on fatigue strength of AISI 316L stainless steel ground surfaces: Experimental and numerical approaches. Int J Fatigue 48:109–121. https://doi.org/10.1016/j.ijfatigue.2012.10.008
Ding Z, Guo F, Guo W et al (2021) Investigations on grain size characteristics in microstructure during grinding of maraging steel 3J33. J Manuf Process 69:434–450. https://doi.org/10.1016/j.jmapro.2021.08.001
Guo YB, Sahni J (2004) A comparative study of hard turned and cylindrically ground white layers. Int J Mach Tools Manuf 44:135–145. https://doi.org/10.1016/J.IJMACHTOOLS.2003.10.009
Wang X, Wei X, Hong X et al (2013) Formation of sliding friction-induced deformation layer with nanocrystalline structure in T10 steel against 20CrMnTi steel. Appl Surf Sci 280:381–387. https://doi.org/10.1016/j.apsusc.2013.04.165
Dahlberg J, Alfredsson B (2008) Surface stresses at an axisymmetric asperity in a rolling contact with traction. Int J Fatigue 30:1606–1622. https://doi.org/10.1016/j.ijfatigue.2007.11.008
Nejad RM (2014) Using three-dimensional finite element analysis for simulation of residual stresses in railway wheels. Eng Fail Anal 45:449–455. https://doi.org/10.1016/j.engfailanal.2014.07.018
Liu G, Huang C, Sun S, Wang W (2021) Effect of microstructure on high-speed cutting modified anti-fatigue performance of Incoloy A286 and titanium alloy TC17. Int J Adv Manuf Technol 113:855–866. https://doi.org/10.1007/s00170-020-06514-0
Dai CW, Ding WF, Zhu YJ et al (2018) Grinding temperature and power consumption in high speed grinding of Inconel 718 nickel-based superalloy with a vitrified CBN wheel. Precis Eng 52:192–200. https://doi.org/10.1016/j.precisioneng.2017.12.005
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This research was financially supported by the Center for Civil Aviation Composites of Donghua University, Shanghai Collaborative Innovation Center of HighPerformance Fibers and Composites (Province-Minitry Joint) (No. X12812101/018), National Science and Technology Major Project of the Ministry of Science and Technology of China (No. 2018ZX04011001).
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All authors participated in the work of the paper. Zhida Ren provided methodology, data curation, investigation, software, and writing - original draft preparation; Beizhi Li: validation and writing - review and editing; Qingzhi Zhou done conceptualization; Rundong Hou: provided formal analysis and visualization. Yawei Zhang was involved in supervision and resources. All authors have read and agreed to the published version of the manuscript.
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Ren, Z., Li, B., Zhou, Q. et al. Optimization of high-speed grinding parameters for anti-fatigue performance of 20CrMnTi steel. Int J Adv Manuf Technol 122, 3565–3581 (2022). https://doi.org/10.1007/s00170-022-10041-5
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DOI: https://doi.org/10.1007/s00170-022-10041-5