journal article·2026-05Open access

Multi-response machinability and chip formation analysis in end milling Inconel 718 under diverse lubri-cooling strategies

Lucas Melo Queiroz Barbosa, Gustavo Henrique Nazareno Fernandes, Paulo Sérgio Martins, Álisson Rocha Machado

Abstract

Nickel-based superalloy machining presents a long-standing obstacle in advanced manufacturing sectors due to the material's low thermal conductivity, high hot hardness, and severe work-hardening tendency, which collectively accelerate tool degradation. This study examines five lubri-cooling strategies: dry machining (DM), compressed air (CA), minimum quantity lubrication (MQL), vortex tube (VT), and flood cooling (FC), during end milling of Inconel 718 with CVD-coated TiN-TiB 2 cemented carbide inserts, filling a critical research gap regarding the under-explored effects of vortex tube cooling in superalloy milling. Machining forces, cutting power, specific cutting energy, surface roughness, chip compression ratio, and chip morphology were assessed across two cutting speeds and two feed rates, with statistical significance verified through ANOVA and Tukey's test. Flood cooling delivered the most favorable technical outcomes, reducing the resultant cutting force by 13.4% , cutting power by 57.2% , and specific cutting energy by 61.2% compared to dry machining. MQL provided intermediate performance, lowering specific cutting energy by 42.9% relative to DM due to enhanced lubrication at the interface. Compressed air and vortex tube cooling exhibited comparable force profiles; however, the thermal pre-cooling effect of VT increased average cutting power by 8.4% compared to DM by raising the mechanical resistance of the workpiece. FC generated the highest surface roughness (Ra = 0.67 μm), while alternative strategies maintained a lower, tighter range (0.33–0.43 μm). VT achieved the lowest chip compression ratio (1.090), marking a significant reduction against DM (1.178). These quantitative insights establish critical engineering boundaries for balancing tool performance and fluid sustainability.
Source: openalex_inverted_index · Quality: baseline

Research context

OpenAlex topics: Advanced machining processes and optimization · Erosion and Abrasive Machining · Ranque-Hilsch vortex tube

SciVX discovery tags are terminology-based. OpenAlex topics are source-provided classifications.

References (92)

Show source-provided references
1. Modeling and comprehensive mechanism analysis of torus milling cutter wear in multi-axis milling of Ni-based superalloy using the active cutting edge segment change technique10.1016/j.triboint.2025.110509 ↗
2. Effect of cutting parameters on tool chipping mechanism and tool wear multi-patterns in face milling inconel 71810.3390/lubricants10090218 ↗
3. An In-Depth exploration of unconventional machining techniques for INCONEL® alloys10.3390/ma17051197 ↗
4. Different cooling strategies applied during the process of aluminum alloy boring10.1007/s00170-023-11840-0 ↗
5. The machinability of nickel-based alloys: a review10.1016/S0924-0136(98)00314-8 ↗
6. An analytical model to predict specific shear energy in high-speed turning of Inconel 71810.1016/j.ijmachtools.2009.06.007 ↗
7. Influence of grinding parameters on Inconel 625 surface grinding10.1016/j.jmapro.2020.04.002 ↗
8. A brief review on machining of inconel 71810.1016/j.matpr.2018.06.212 ↗
9. High-efficiency milling of inconel 718 superalloy: effects of cutting conditions on tool life and surface roughness10.3390/machines13110974 ↗
10. Cooling and lubricating strategies for INCONEL® alloys machining: a comprehensive review on recent advances10.1115/1.4066955 ↗
11. Hybrid cryogenic/MQL helical milling for hole-making of Inconel 718
12. Enhancing sustainability in Inconel 718 machining: temperature control with internally cooled tools10.1007/s00170-023-12296-y ↗
13. Peltola · 2024
14. Performance of carbide end mills coated with new generation nano-composite TiAlSiN in machining of austenitic stainless steel under near-dry (MQL) and flood cooling conditions10.1016/j.jmapro.2023.09.020 ↗
15. A new type of high thermal shock resistance tool for inhibiting thermal crack10.1016/j.ijrmhm.2024.106861 ↗
16. A review on sustainable alternatives for conventional cutting fluid applications for improved machinability10.1080/10910344.2023.2194966 ↗
17. Fernandes · 2022
18. Materials today : Proceedings Research trends in high speed milling of metal alloys : a short review10.1016/j.matpr.2020.02.559 ↗
19. Specific cutting energy of Inconel 718 under dry, chilled-air and minimal quantity nanolubricants10.1016/j.procir.2018.08.290 ↗
20. A short review on cooling process using compressed cold air by vortex tube in machining10.1016/j.matpr.2022.04.722 ↗
21. Análise bibliométrica sobre o uso da CFD em vortex tube no período entre 2000 e 2020
22. Cooling techniques to improve the machinability and sustainability of light-weight alloys: a state-of-the-art review10.1016/j.jmapro.2020.12.013 ↗
23. Improvements of the MQL cooling-lubrication condition by the addition of multilayer graphene platelets in peripheral grinding of SAE 52100 steel10.3390/lubricants9080079 ↗
24. Artificial intelligence for tool wear prediction under multiple cooling strategies in the turning of stainless Steel—AISI 30410.3390/lubricants14030127 ↗
25. Feasibility study of the minimum quantity lubrication in high-speed end milling of NAK80 hardened steel by coated carbide tool10.1016/j.ijmachtools.2007.01.005 ↗
26. Effects of hybrid nanofluids on machining performance in MQL-milling of Inconel X-750 superalloy10.1016/j.jmapro.2021.08.038 ↗
27. State-of-the-art cryogenic machining and processing10.1080/0951192X.2012.749531 ↗
28. Review on design and development of cryogenic machining setups for heat resistant alloys and composites10.1016/j.jmapro.2021.05.053 ↗
29. CO2 cryogenic milling of Inconel 718: cutting forces and tool wear10.1016/j.jmrt.2020.05.118 ↗
30. State of the art of tool texturing in machining10.1016/j.jmatprotec.2021.117096 ↗
31. Enhancement of ceramic tool behaviour with textured grooves during machining of Inconel® 71810.1007/s00170-024-14222-2 ↗
32. Performance evaluation of micro-textured inserts coupled with solid lubricants during the sustainable dry machining of inconel 82510.1115/1.4064115 ↗
33. Internally cooled tools as an innovative solution for sustainable machining: temperature investigation using Inconel 718 superalloy10.1016/j.cirpj.2024.03.001 ↗
34. Investigation of dry machining with embedded heat pipe cooling by finite element analysis and experiments10.1007/s00170-005-0266-8 ↗
35. Experimental investigation on heat pipe-assisted cooling during milling process of AISI 104010.1007/978-981-15-4745-4_53 ↗
36. Toolholder internally cooled by a phase change fluid in turning of SAE10.4028/www.scientific.net/AMM.798.486 ↗
37. The influence of a newly developed refrigeration cycle based workpiece cooling method in milling AISI 304 stainless steel10.1016/j.rineng.2023.101616 ↗
38. Using the chip-tool thermocouple method to measure the temperature in the milling of Inconel 718 under different lubri-cooling strategies10.1007/s00170-025-16568-7 ↗
39. Tool life and wear mechanisms in the milling of inconel 718 under different cooling strategies
40. Effect of tool wear on the surface integrity of Inconel 718 in face milling with cemented carbide tools10.1016/j.wear.2021.203752 ↗
41. 2016
42. 2012
43. 2018 · 6
44. 2023
45. Influence of the number of inserts for tool life evaluation in face milling of steels10.1016/j.ijmachtools.2004.02.007 ↗
46. Materials today : proceedings A concise review of uncertainty analysis in metal machining10.1016/j.matpr.2020.02.365 ↗
47. Oliveira · 2021
48. Comparison of the performance of the internally cooled tool in closed circuit against standard PCBN tools in turning AISI D6 hardened10.1016/j.jmapro.2023.10.038 ↗
49. Molina · 2020 · 85
50. Single point machining of A205 aluminum: a comparison of cast and additively manufactured materials10.1016/j.jmapro.2023.12.045 ↗
51. 2002
52. Nbr ISO 4288. Nbr ISO_4288 2008.
53. Analytical model of cutting temperature for workpiece surface layer during orthogonal cutting particle reinforced metal matrix composites10.1016/j.jmatprotec.2020.116643 ↗
54. Differences in evolution of temperature, plastic deformation and wear in milling tools when up-milling and down-milling Ti6Al4V10.1016/j.jmapro.2022.03.010 ↗
55. Tool life and cutting forces in end milling Inconel 718 under dry and minimum quantity cooling lubrication cutting conditions10.1016/j.jclepro.2012.03.014 ↗
56. Comparative evaluation of soybean oil–based MQL flow rates and emulsion flood cooling strategy in high-speed face milling of Inconel 71810.1007/s00170-020-05248-3 ↗
57. Coupled effects of vortex tube hybrid cooling with minimal quantity reinforced nanoparticle lubricants in turning NiTi alloys10.1007/s00170-019-04507-2 ↗
58. Behaviors of end milling Inconel 718 superalloy by cemented carbide tools10.1016/j.jmatprotec.2007.11.176 ↗
59. Milling mechanism and chattering stability of nickel-based superalloy inconel 71810.3390/ma16175748 ↗
60. Trent · 2000
61. Cutting Forces in the Milling of Inconel 71810.4028/www.scientific.net/KEM.259-260.824 ↗
62. A comprehensive review of minimum quantity lubrication (MQL) machining technology and cutting performance10.1007/s00170-024-13902-3 ↗
63. Impacts of environmentally friendly milling of Inconel-800 superalloy on machinability parameters and energy consumption10.1007/s40684-023-00579-4 ↗
64. Mechanical characterization and modelling of Inconel 718 material behavior for machining process assessment10.1016/j.msea.2016.11.054 ↗
65. Hybrid cooling and lubricating technology for CNC milling of Inconel 718 nickel alloy10.1016/j.procir.2018.08.291 ↗
66. The assessment of plastic deformation in metal cutting10.1016/j.jmatprotec.2003.10.015 ↗
67. Effects of machining parameters and tool geometry on serrated chip formation, specific forces and energies in orthogonal cutting of nickel-based super alloy Inconel 10010.1177/0954405413510291 ↗
68. Modeling and optimization of machining parameters in milling of INCONEL-800 super alloy considering energy, productivity, and quality using nanoparticle suspended lubrication10.1177/0020294020925842 ↗
69. Effects of the cutting feed, depth of cut, and workpiece (bore) diameter on the tool wear rate10.1007/s00170-006-0635-y ↗
70. Evaluation of specific cutting energy considering effects of cutting tool geometry during micro-machining process10.1007/s00170-018-3125-0 ↗
71. Determination of friction in metal cutting with tool wear and flank face effects10.1016/j.wear.2014.05.003 ↗
72. New mechanistic cutting force model for milling additive manufactured Inconel 718 considering effects of tool wear evolution and actual tool geometry10.1016/j.jmapro.2020.12.042 ↗
73. Comparison of tool wear, surface morphology, specific cutting energy and cutting temperature in machining of titanium alloys under hybrid and green cooling strategies10.1007/s40684-023-00512-9 ↗
74. Specific cutting energy: a physical measurement for representing tool wear10.1007/s00170-019-03533-4 ↗
75. Refrigerated cooling air cutting of difficult-to-cut materials10.1016/j.ijmachtools.2006.07.005 ↗
76. Use of vortex tube air cooling during machining of Inconel 718: experimental investigation and modeling studies
77. Cooling and anti-friction effects of vortex tube cryogenic minimum quantity lubrication in milling of 3D printed iron-nickel alloy
78. Effects of milling methods and cooling strategies on tool wear, chip morphology and surface roughness in high speed end-milling of Inconel-718
79. Surface integrity evaluation when turning inconel 718 alloy using sustainable lubricating-cooling approaches10.1007/s40684-021-00310-1 ↗
80. Milling of Inconel 718: an experimental and integrated modeling approach for surface roughness10.1007/s00170-021-08648-1 ↗
81. Classification of surface roughness for CNC face milling of Inconel 625 superalloy utilizing cutting force signal features with SVM and ANN10.1016/j.matpr.2023.07.101 ↗
82. Experimental investigation into tool wear, cutting forces, and resulting surface finish during dry and flood coolant slot milling of Inconel 71810.1016/j.promfg.2021.06.026 ↗
83. A comprehensive study on the effects of tool wear on surface roughness, dimensional integrity and residual stress in turning IN718 hard-to-machine alloy10.1016/j.jmapro.2017.09.016 ↗
84. Effect tool wear during end milling on the surface integrity and fatigue life of Inconel 71810.1016/j.procir.2014.03.056 ↗
85. Chip formation mechanism in cryogenic machining of high temperature alloy-inconel 718 and Ti-47.5Al-2.5V-1.0Cr10.1016/j.jmapro.2023.04.060 ↗
86. Machinability investigation of Inconel 718 in high-speed turning10.1007/s00170-009-1987-x ↗
87. Reverse identification of constitutive parameters of Inconel 718 alloy based on analytical model and thermo-mechanical loads analysis of machined surface10.1016/j.jmrt.2021.11.164 ↗
88. Modelling chip formation of alloy 71810.1016/j.jmatprotec.2008.11.029 ↗
89. The influence of thermal conductivity on segmented chip formation10.1016/S0927-0256(02)00396-8 ↗
90. The relationship between the cutting-edge, tool wear, and chip formation during Inconel 718 dry cutting10.1007/s00170-024-13685-7 ↗
91. The effect of chip formation on the cutting force and tool wear in high-speed milling Inconel 71810.1007/s00170-023-11551-6 ↗
92. Tool wear and chip morphology in high-speed milling of hardened Inconel 718 under dry and cryogenic CO2 conditions10.1016/j.wear.2019.01.095 ↗