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Evolutions of multidimensional wear features in ball-end milling of Ni-based superalloy GH4169

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Abstract

Tool wear is one of the factors restraining the improvement of product efficiency and machining quality, especially for the aerospace industries with high-added-value parts and hard-to-cut material. During the finish milling of the free-form surface, tool orientations and engagement regions constantly change, which renders the traditional average flank wear hard to describe the tool wear condition accurately. In the present work, tool wear in multiple dimensions is studied comprehensively by using solid carbide ball-end mills with different lend angles, and it is designed by a fixed GH4169 workpiece in various angles. The results show that flank wear, wear depth, wear area, and wear volume increase with the cutting length. The relationship between cutting parameters and those wear features was analyzed with the variance and cluster analysis. The rates of wear area and wear volume were more sensitive to cutting parameters compared to flank wear. What’s more, wear volume was affected significantly by all the main effects and some intersections of those factors, that is, spindle speeds, feeds, lead angles, and initial flank wear, which gave the maximum information in distinguishing the effects of cutting parameters. From the perspective of statistics, 36.1% of cases owned higher wear rates in cluster analysis for the stochastic wear process.

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References

  1. Khanna N, Agrawal C, Dogra M, Pruncu CI (2020) Evaluation of tool wear, energy consumption, and surface roughness during turning of Inconel 718 using sustainable machining technique. J Mater Res Technol 9(3):5794–5804. https://doi.org/10.1016/j.jmrt.2020.03.104

    Article  CAS  Google Scholar 

  2. Capasso S, Paiva JM, Junior EL, Settineri L, Yamamoto K, Amorim FL, Torres RD, Covelli D, Fox-Rabinovich G (2019) A novel method of assessing and predicting coated cutting tool wear during Inconel DA 718 turning. Wear 432–433:202949. https://doi.org/10.1016/j.wear.2019.202949

    Article  CAS  Google Scholar 

  3. An Q, Chen J, Ming W, Chen M (2021) Machining of SiC ceramic matrix composites: a review. Chin J Aeronaut 34(4):540–567. https://doi.org/10.1016/j.cja.2020.08.001

    Article  Google Scholar 

  4. Yan S, Zhu D, Zhuang K, Zhang X, Ding H (2014) Modeling and analysis of coated tool temperature variation in dry milling of Inconel 718 turbine blade considering flank wear effect. J Mater Process Technol 214(12):2985–3001. https://doi.org/10.1016/j.jmatprotec.2014.07.006

    Article  CAS  Google Scholar 

  5. Yan B, Hao Y, Zhu L, Liu C (2022) Towards high milling accuracy of turbine blades: a review. Mech Syst Signal Process 170:108727. https://doi.org/10.1016/j.ymssp.2021.108727

    Article  Google Scholar 

  6. Toh CK (2004) Surface topography analysis in high speed finish milling inclined hardened steel. Precis Eng 28(4):386–398. https://doi.org/10.1016/j.precisioneng.2004.01.001

    Article  Google Scholar 

  7. Souza AFD, Berkenbrock E, Diniz AE, Rodrigues AR (2015) Influences of the tool path strategy on the machining force when milling free form geometries with a ball-end cutting tool. J Braz Soc Mech Sci Eng 37(2):675–687. https://doi.org/10.1007/s40430-014-0200-9

    Article  Google Scholar 

  8. Fan HZ, Wang SJ, Xi G, Cao YL (2017) A novel tool-path generation method for five-axis flank machining of centrifugal impeller with arbitrary surface blades. Proc Inst Mech Eng Part B J Eng Manuf 231(1):155–166. https://doi.org/10.1177/0954405415599943

    Article  Google Scholar 

  9. Sun WY, Zhang DH, Luo M (2021) Machining process monitoring and application: a review. J Adv Manuf Sci Technol 1(2):1–6. https://doi.org/10.51393/j.jamst.2021001

    Article  Google Scholar 

  10. Hao L, Bian L, Gebraeel N, Shi J (2017) Residual life prediction of multistage manufacturing processes with interaction between tool wear and product quality degradation. IEEE Trans Autom Sci Eng 14(2):1211–1224. https://doi.org/10.1109/TASE.2015.2513208

    Article  Google Scholar 

  11. Zhang Z, Jiang F, Luo M, Wu BH, Zhang DH, Tang K (2023) Geometric error measuring, modeling, and compensation for CNC machine tools: a review. Chinese J Aeronaut. https://doi.org/10.1016/j.cja.2023.02.035 In Press

  12. Mu D, Liu X, Yue C, Liu Q, Bai Z (2021) On-line tool wear monitoring based on machine learning. J Adv Manuf Sci Techology 1(2):1–9. https://doi.org/10.51393/j.jamst.2021002

    Article  Google Scholar 

  13. Hadi MA, Ghani JA, Haron CHC, Kasim MS (2013) Comparison between up-milling and down-milling operations on tool wear in milling Inconel 718. Procedia Eng 68:647–653. https://doi.org/10.1016/j.proeng.2013.12.234

    Article  CAS  Google Scholar 

  14. Takatsuto KKM (1990) Study on gradient optimum feed speed and tool life in ball end milling. Bulletin of the Japan Society of Precision Engineering 24(3):194–199

    Google Scholar 

  15. Sharman A, Dewes RC, Aspinwall DK (2001) Tool life when high speed ball nose end milling Inconel 718TM. J Mater Process Technol 118(1–3):29–35. https://doi.org/10.1016/S0924-0136(01)00855-X

    Article  CAS  Google Scholar 

  16. Scandiffio I, Diniz AE, de Souza AF (2016) Evaluating surface roughness, tool life, and machining force when milling free-form shapes on hardened AISI D6 steel. Int J Adv Manuf Technol 82(9–12):2075–2086. https://doi.org/10.1007/s00170-015-7525-0

    Article  Google Scholar 

  17. Scandiffio I, Diniz AE, de Souza AF (2017) The influence of tool-surface contact on tool life and surface roughness when milling free-form geometries in hardened steel. Int J Adv Manuf Technol 92(1–4):615–626. https://doi.org/10.1007/s00170-017-0093-8

    Article  Google Scholar 

  18. Luo M, Luo H, Zhang DH, Tang K (2018) Improving tool life in multi-axis milling of Ni-based superalloy with ball-end cutter based on the active cutting edge shift strategy. J Mater Process Technol 252:105–115. https://doi.org/10.1016/j.jmatprotec.2017.09.010

    Article  CAS  Google Scholar 

  19. Aspinwall DK, Dewes RC, Ng EG, Sage C, Soo SL (2007) The influence of cutter orientation and workpiece angle on machinability when high-speed milling Inconel 718 under finishing conditions. Int J Mach Tools Manuf 47(12–13):1839–1846. https://doi.org/10.1016/j.ijmachtools.2007.04.007

    Article  Google Scholar 

  20. Ozturk E, Tunc LT, Budak E (2009) Investigation of lead and tilt angle effects in 5-axis ball-end milling processes. Int J Mach Tools Manuf 49(14):1053–1062. https://doi.org/10.1016/j.ijmachtools.2009.07.013

    Article  Google Scholar 

  21. Schulz H, Hock S (1995) High-speed milling of dies moulds cutting conditions and technology. CIRP Ann Manuf Technol 44(1):35–38. https://doi.org/10.1016/S0007-8506(07)62270-7

    Article  Google Scholar 

  22. Tan L, Yao CF, Ren JX, Zhang DH (2017) Effect of cutter path orientations on cutting forces, tool wear, and surface integrity when ball end milling TC17. Int J Adv Manuf Technol 88(9–12):2589–2602. https://doi.org/10.1007/s00170-016-8948-y

    Article  Google Scholar 

  23. Wang J, Luo M, Xu K, Tang K (2019) Generation of tool-life-prolonging and chatter-free efficient toolpath for five-axis milling of freeform surfaces. J Manuf Sci Eng Trans ASME 141(3):1–15. https://doi.org/10.1115/1.4041949

    Article  CAS  Google Scholar 

  24. Attanasio A, Ceretti E, Rizzuti S, Umbrello D, Micari F (2008) 3D finite element analysis of tool wear in machining. CIRP Ann Manuf Technol 57(1):61–64. https://doi.org/10.1016/j.cirp.2008.03.123

    Article  Google Scholar 

  25. Thakur DG, Ramamoorthy B, Vijayaraghavan L (2009) Study on the machinability characteristics of superalloy Inconel 718 during high speed turning. Mater Des 30(5):1718–1725. https://doi.org/10.1016/j.matdes.2008.07.011

    Article  CAS  Google Scholar 

  26. Toubhans B, Fromentin G, Viprey F, Karaouni H, Dorlin T (2020) Machinability of inconel 718 during turning: cutting force model considering tool wear, influence on surface integrity. J Mater Process Technol 285:116809. https://doi.org/10.1016/j.jmatprotec.2020.116809

    Article  CAS  Google Scholar 

  27. Chaabani S, Arrazola PJ, Ayed Y, Madariaga A, Tidu A, Germain G (2020) Comparison between cryogenic coolants effect on tool wear and surface integrity in finishing turning of Inconel 718. J Mater Process Technol 285:116780. https://doi.org/10.1016/j.jmatprotec.2020.116780

    Article  CAS  Google Scholar 

  28. Alauddin M, Baradie MAE, Hashmi MSJ (1995) Tool-life testing in the end milling of Inconel 718. J Mater Process Technol 55(3–4):321–330. https://doi.org/10.1016/0924-0136(95)02035-7

    Article  Google Scholar 

  29. Alauddin M, Baradie MAE, Baradie MAE (1997) Tool life model for end milling steel (190 BHN). J Mater Process Technol 68(1):50–59. https://doi.org/10.1016/S0924-0136(96)02533-2

    Article  Google Scholar 

  30. Chakraborty P, Asfour S, Cho S, Onar A, Lynn M, Jude S (2008) Modeling tool wear progression by using mixed effects modeling technique when end-milling AISI 4340 steel. J Mater Process Technol 205(1–3):190–202. https://doi.org/10.1016/j.jmatprotec.2007.11.197

    Article  CAS  Google Scholar 

  31. Ray N (2018) Correlation between machining monitoring signals, cutting tool wear and surface integrity on high strength titanium alloy. Dissertation. University of Sheffie

    Google Scholar 

  32. Boujelbene M, Mhamdi MB, Ayadi B, Singh HP (2019) Tool wear analysis of ball nose end mill in the finish machining of free form surfaces. Mater Today Proc 26:1289–1292. https://doi.org/10.1016/j.matpr.2020.02.257

    Article  Google Scholar 

  33. Čerče L, Pušavec F, Kopač J (2015) 3D cutting tool-wear monitoring in the process. J Mech Sci Technol 29(9):3885–3895. https://doi.org/10.1007/s12206-015-0834-2

    Article  Google Scholar 

  34. Du D, Sun J, Yang S, Chen W (2018) An investigation on measurement and evaluation of tool wear based on 3D topography. Int J Manuf Res 13(2):168–182. https://doi.org/10.1504/IJMR.2018.093263

    Article  Google Scholar 

  35. Niaki FA, Michel M, Mears L (2016) State of health monitoring in machining: extended Kalman filter for tool wear assessment in turning of IN718 hard-to-machine alloy. J Manuf Process 24:361–369. https://doi.org/10.1016/j.jmapro.2016.06.015

    Article  Google Scholar 

  36. Nath C, Brooks Z, Kurfess TR (2015) Machinability study and process optimization in face milling of some super alloys with indexable copy face mill inserts. J Manuf Process 20:88–97. https://doi.org/10.1016/j.jmapro.2015.09.006

    Article  Google Scholar 

  37. Altintas Y (2001) Manufacturing automation: metal cutting mechanics, machine tool vibrations, and CNC design. Cambridge University Press, Cambridge

    Google Scholar 

  38. Jawaid A, Koksal S, Sharif S (2001) Cutting performance and wear characteristics of PVD coated and uncoated carbide tools in face milling Inconel 718 aerospace alloy. J Mater Process Technol 116(1):2–9. https://doi.org/10.1016/S0924-0136(01)00850-0

    Article  Google Scholar 

  39. Krain HR, Sharman ARC, Ridgway K (2007) Optimisation of tool life and productivity when end milling Inconel 718TM. J Mater Process Technol 189(1–3): 153–161. https://doi.org/10.1016/j.jmatprotec.2007.01.017

  40. Li HZ, Zeng H, Chen XQ (2006) An experimental study of tool wear and cutting force variation in the end milling of Inconel 718 with coated carbide inserts. J Mater Process Technol 180(1–3):296–304. https://doi.org/10.1016/j.jmatprotec.2006.07.009

    Article  CAS  Google Scholar 

  41. Binder M, Klocke F, Lung D (2015) Tool wear simulation of complex shaped coated cutting tools. Wear 330–331:600–607. https://doi.org/10.1016/j.wear.2015.01.015

    Article  CAS  Google Scholar 

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Funding

This study was co-supported by the National Natural Science Foundation of China (Nos. 52022082 and U2241249) and the Fundamental Research Funds for the Central Universities (No. D5000230081).

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All authors contributed to the study’s conception and design. Material preparation, data collection, and analysis were performed by HL. Methodology and supervision were performed by JL, DZ, and ML. All authors read and approved the final manuscript.

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Correspondence to Ming Luo.

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Luo, H., Li, J., Zhang, D. et al. Evolutions of multidimensional wear features in ball-end milling of Ni-based superalloy GH4169. Int J Adv Manuf Technol 131, 1267–1287 (2024). https://doi.org/10.1007/s00170-024-13068-y

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