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To eliminate the negative effect of traditional metal-working fluids and achieve sustainable manufacturing, the usage of nano-enhanced biolubricant (NEBL) is widely researched in minimum quantify lubrication (MQL) machining. It’s improved tool wear and surface integrity have been preliminarily verified by experimental studies. The previous review papers also concluded the major influencing factors of processability including nano-enhancer and lubricant types, NEBL concentration, micro droplet size, and so on. Nevertheless, the complex action of NEBL, from preparation, atomization, infiltration to heat transfer and anti-friction, is indistinct which limits preparation of process specifications and popularity in factories. Especially in the complex machining process, in-depth understanding is difficult and meaningful. To fill this gap, this paper concentrates on the comprehensive quantitative assessment of processability based on tribological, thermal, and machined surface quality aspects for NEBL application in turning, milling, and grinding. Then it attempts to answer mechanisms systematically considering multi-factor influence of molecular structure, physicochemical properties, concentration, and dispersion. Firstly, this paper reveals advanced lubrication and heat transfer mechanisms of NEBL by quantitative comparison with biolubricant-based MQL machining. Secondly, the distinctive film-formation, atomization, and infiltration mechanisms of NEBL, as distinguished from metal-working fluid, are clarified combining with its unique molecular structure and physical properties. Furtherly, the process optimization strategy is concluded based on the synergistic relationship analysis among process variables, physicochemical properties, machining mechanisms, and performance of NEBL. Finally, the future development directions are put forward aiming at current performance limitations of NEBL, which requires improvement on preparation and jet methods respects. This paper will help scientists deeply understand effective mechanism, formulate process specifications, and find future development trend of this technology.


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Nano-enhanced biolubricant in sustainable manufacturing: From processability to mechanisms

Show Author's information Yanbin ZHANG1,Hao Nan LI2,Changhe LI1 ( )Chuanzhen HUANG3Hafiz Muhammad ALI4Xuefeng XU5Cong MAO6Wenfeng DING7Xin CUI1Min YANG1Tianbiao YU8Muhammad JAMIL9Munish Kumar GUPTA10Dongzhou JIA11Zafar SAID12( )
School of Mechanical and Automotive Engineering, Qingdao University of Technology, Qingdao 266520, China
School of Aerospace, University of Nottingham Ningbo China, Ningbo 315100, China
School of Mechanical Engineering, Yanshan University, Qinhuangdao 066004, China
Mechanical Engineering Department, King Fahd University of Petroleum and Minerals, Dhahran 31261, Saudi Arabia
Key Laboratory of Special Purpose Equipment and Advanced Processing Technology, Ministry of Education & Zhejiang Province, Zhejiang University of Technology, Hangzhou 310032, China
College of Automotive and Mechanical Engineering, Changsha University of Science and Technology, Changsha 410114, China
College of Mechanical and Electrical Engineering, Nanjing University of Aeronautics and Astronautics, Nanjing 210016, China
School of Mechanical Engineering & Automation, Northeastern University, Shenyang 110006, China
Industrial Engineering Department, University of Engineering and Technology Taxila, Taxila 47080, Pakistan
School of Mechanical Engineering, Shandong University, Jinan 250061, China
College of Mechanical Engineering and Automation, Liaoning University of Technology, Jinzhou 121001, China
College of Engineering, University of Sharjah, Sharjah 27272, United Arab Emirates

† Yanbin ZHANG and Hao Nan LI contributed equally to this work.

Abstract

To eliminate the negative effect of traditional metal-working fluids and achieve sustainable manufacturing, the usage of nano-enhanced biolubricant (NEBL) is widely researched in minimum quantify lubrication (MQL) machining. It’s improved tool wear and surface integrity have been preliminarily verified by experimental studies. The previous review papers also concluded the major influencing factors of processability including nano-enhancer and lubricant types, NEBL concentration, micro droplet size, and so on. Nevertheless, the complex action of NEBL, from preparation, atomization, infiltration to heat transfer and anti-friction, is indistinct which limits preparation of process specifications and popularity in factories. Especially in the complex machining process, in-depth understanding is difficult and meaningful. To fill this gap, this paper concentrates on the comprehensive quantitative assessment of processability based on tribological, thermal, and machined surface quality aspects for NEBL application in turning, milling, and grinding. Then it attempts to answer mechanisms systematically considering multi-factor influence of molecular structure, physicochemical properties, concentration, and dispersion. Firstly, this paper reveals advanced lubrication and heat transfer mechanisms of NEBL by quantitative comparison with biolubricant-based MQL machining. Secondly, the distinctive film-formation, atomization, and infiltration mechanisms of NEBL, as distinguished from metal-working fluid, are clarified combining with its unique molecular structure and physical properties. Furtherly, the process optimization strategy is concluded based on the synergistic relationship analysis among process variables, physicochemical properties, machining mechanisms, and performance of NEBL. Finally, the future development directions are put forward aiming at current performance limitations of NEBL, which requires improvement on preparation and jet methods respects. This paper will help scientists deeply understand effective mechanism, formulate process specifications, and find future development trend of this technology.

Keywords: tribological properties, nano-enhanced biolubricant (NEBL), sustainable manufacturing, minimum quantity lubrication (MQL), machining mechanisms

References(157)

[1]
Luo Z W, Dubey R, Gunasekaran A, Childe S J, Papadopoulos T, Hazen B, Roubaud D. Sustainable production framework for cement manufacturing firms: A behavioural perspective. Renew Sust Energ Rev 78: 495-502 (2017)
[2]
Najiha M S, Rahman M M, Yusoff A R. Environmental impacts and hazards associated with metal working fluids and recent advances in the sustainable systems: A review. Renew Sust Energ Rev 60: 1008-1031 (2016)
[3]
Shokrani A, Dhokia V, Newman S T. Environmentally conscious machining of difficult-to-machine materials with regard to cutting fluids. Int J Mach Tools Manuf 57: 83-101 (2012)
[4]
Jia D Z, Li C H, Wang S, Zhang Q. Investigation into distributing characteristic of suspend particulate in MQL grinding. Manufacturing Technology & Machine Tool 02(2): 58-61
[5]
Zainal N A, Zulkifli N W M, Gulzar M, Masjuki H H. A review on the chemistry, production, and technological potential of bio-based lubricants. Renew Sust Energ Rev 82: 80-102 (2018)
[6]
Xiong J, Mao J J, Wang T L, Feng W L, Wang W G, Yang C, Miao X F, Wang C W. Refiningand sulfurization of oil from black soldier fly and its application as biodegradable lubricant additive. J Am Oil Chem Soc 97(11): 1243-1251 (2020)
[7]
Krolczyk G M, Maruda R W, Krolczyk J B, Nieslony P, Wojciechowski S, Legutko S. Parametric and nonparametric description of the surface topography in the dry and MQCL cutting conditions. Measurement 121: 225-239 (2018)
[8]
Okafor A C, Nwoguh T O. Comparative evaluation of soybean oil-based MQL flow rates and emulsion flood cooling strategy in high-speed face milling of Inconel 718. Int J Adv Manuf Technol 107: 3779-3793 (2020)
[9]
Yang M, Li C H, Zhang Y B, Wang Y G, Li B K, Jia D Z, Hou Y L, Li R Z. Research on microscale skull grinding temperature field under different cooling conditions. Appl Therm Eng 126: 525-537 (2017)
[10]
Ebbrell S, Woolley N H, Tridimas Y D, Allanson D R, Rowe W B. The effects of cuttingfluid application methods on the grinding process. Int J Mach Tools Manuf 40(2): 209-223 (2000)
[11]
Morgan M N, Jackson A R, Wu H, Baines-Jones V, Batako A, Rowe W B. Optimisation of fluid applicationin grinding. CIRP-Ann 57(1): 363-366 (2008)
[12]
Iskandar Y, Tendolkar A, Attia M H, Hendrick P, Damir A, Diakodimitris C. Flow visualization and characterization for optimized MQL machining of composites. CIRP Ann-Manuf Technol 63(1): 77-80 (2014)
[13]
Said Z, Gupta M, Hegab H, Arora N, Khan A M, Jamil M, Bellos E. A comprehensive review on minimum quantity lubrication (MQL) in machining processes using nano-cutting fluids. Int J Adv Manuf Technol 105(5-6): 2057-2086 (2019)
[14]
Lv T, Huang S Q, Hu X D, Ma Y L, Xu X F. Tribological and machining characteristics of a minimum quantity lubrication (MQL) technology using GO/SiO2 hybrid nanoparticle water-based lubricants as cutting fluids. Int J Adv Manuf Technol 96(5-8): 2931-2942 (2018)
[15]
Zhang Y B, Li C H, Jia D Z, Zhang D K, Zhang X W. Experimental evaluation of the lubrication performance of MoS2/CNT nanofluid for minimal quantity lubrication in Ni-based alloy grinding. Int J Mach Tools Manuf 99: 19-33 (2015)
[16]
Hemmat Esfe M, Bahiraei M, Mir A. Application of conventional and hybrid nanofluids in different machining processes: A critical review. Adv Colloid Interface Sci 282: 102199 (2020)
[17]
Khan A M, Jamil M, Mia M, He N, Zhao W, Gong L. Sustainability-based performance evaluation of hybrid nanofluid assisted machining. J Clean Prod 257: 120541 (2020)
[18]
He J Q, Sun J L, Meng Y N, Pei Y. Superior lubrication performance of MoS2-Al2O3 composite nanofluid in strips hot rolling. J Manuf Process 57: 312-323 (2020)
[19]
Du S N, Sun J L, Wu P. Preparation, characterization and lubrication performances of graphene oxide-TiO2 nanofluid in rolling strips. Carbon 140: 338-351 (2018)
[20]
Sadeghi M H, Hadad M J, Tawakoli T, Vesali A, Emami M. An investigation on surface grinding of AISI 4140 hardened steel using minimum quantity lubrication-MQL technique. Int J Mater Form 3(4): 241-251 (2010)
[21]
Jia D Z, Li C H, Zhang D K, Zhang Y B, Zhang X W. Experimental verification of nanoparticle jet minimum quantity lubrication effectiveness in grinding. J Nanopart Res 16(12): 1-15 (2014)
[22]
Zhang Y B, Li C H, Jia D Z, Zhang D K, Zhang X W. Experimental evaluation of MoS2 nanoparticles in jet MQL grinding with different types of vegetable oil as base oil. J Clean Prod 87: 930-940 (2015)
[23]
Zhang D K, Li C H, Jia D Z, Zhang Y B, Zhang X W. Specific grinding energy and surface roughness of nanoparticle jet minimum quantity lubrication in grinding. Chin J Aeronaut 28(2): 570-581 (2015)
[24]
Mao C, Zhang J, Huang Y, Zou H F, Huang X M, Zhou Z X. Investigation on the effect of nanofluid parameters on MQL grinding. Mater Manuf Process 28(4): 436-442 (2013)
[25]
Itoigawa F, Childs T H C, Nakamura T, Belluco W. Effects and mechanisms in minimal quantity lubrication machining of an aluminum alloy. Wear 260(3): 339-344 (2006)
[26]
Sultana S, Zaman P B, Dhar N R. Performance Evaluation of different types of cutting fluid in MQL machining of alloy steel by coated carbide insert. In Proceedings of 2009 Proceedings of the International Conference on Mechanical Engineering, Dhaka, Bangladesh, 2009: 1-6.
[27]
Kelly J F, Cotterell M G. Minimal lubrication machining of aluminium alloys. J Mater Process Tech 120(1): 327-334 (2002)
[28]
Ramana S V, Ramji K, Satyanarayana B. Influence of nano-level variation of solid lubricant particle size in the machining of AISI 1040 steel. Int J Mater Eng Inno 2(1): 16 (2011)
[29]
Khan M M A, Mithu M A H, Dhar N R. Effects of minimum quantity lubrication on turning AISI 9310 alloy steel using vegetable oil-based cutting fluid. J Mater Process Tech 209(15): 5573-5583 (2009)
[30]
Park K H, Suhaimi M A, Yang G D, Lee D Y, Lee S W, Kwon P. Milling of titanium alloy with cryogenic cooling and minimum quantity lubrication (MQL). Int J Precis Eng Manuf 18(1): 5-14 (2017)
[31]
Yin Q A, Li C H, Zhang Y B, Yang M, Jia D Z, Hou Y L, Li R Z, Dong L. Spectral analysis and power spectral density evaluation in Al2O3 nanofluid minimum quantity lubrication milling of 45 steel. Int J Adv Manuf Technol 97(1-4): 129-145 (2018)
[32]
Shabgard M, Seyedzavvar M, Mohammadpourfard M. Experimental investigation into lubrication properties and mechanism of vegetable-based CuO nanofluid in MQL grinding. Int J Adv Manuf Technol 92: 3807-3823 (2017)
[33]
Khan M M A, Dhar N R. Performance evaluation of minimum quantity lubrication by vegetable oil in terms of cutting force, cutting zone temperature, tool wear, job dimension and surface finish in turning AISI-1060 steel. J Zhejiang Univ-Sc A 7(11): 1790-1799 (2006)
[34]
Bruni C, Forcellese A, Gabrielli F, Simoncini M. Hard turning of an alloy steel on a machine tool with a polymer concrete bed. J Mater Process Tech 202(1-3): 493-499 (2008)
[35]
Bruni C, Forcellese A, Gabrielli F, Simoncini M. Effect of the lubrication-cooling technique, insert technology and machine bed material on the workpart surface finish and tool wear in finish turning of AISI 420B. Int J Mach Tools Manuf 46(12): 1547-1554 (2006)
[36]
Bonfa M M, Costa E S, Sales W F, Amorim F L, Maia L H A, Machado A R. Evaluation of tool life and workpiece surface roughness in turning of AISI D6 hardened steel using PCBN tools and minimum quantity of lubricant (MQL) applied at different directions. Int J Adv Manuf Technol 103(1-4): 971-984 (2019)
[37]
Park K H, Ewald B, Kwon P Y. Effect of nano-enhanced lubricant in minimum quantity lubrication balling milling. J Tribol-Trans ASME 133(3): 8 (2015)
[38]
Gutnichenko O, Bushlya V, Bihagen S, Ståhl J E. Influence of GnP additive to vegetable oil on machining performance when MQL-assisted turning Alloy 718. Procedia Manufacturing 25: 330-337 (2018)
[39]
Zhang Y B, Li C H, Yang M, Jia D Z, Wang Y G, Li B K, Hou Y L, Zhang N Q, Wu Q D. Experimental evaluation of cooling performance by friction coefficient and specific friction energy in nanofluid minimum quantity lubrication grinding with different types of vegetable oil. J Clean Prod 139: 685-705 (2016)
[40]
Jia D Z, Li C H, Zhang Y B, Zhang D K, Zhang X W. Experimental research on the influence of the jet parameters of minimum quantity lubrication on the lubricating property of Ni-based alloy grinding. Int J Adv Manuf Technol 82(1-4): 617-630 (2016)
[41]
Kalita P, Malshe A P, Kumar S A, Yoganath V G, Gurumurthy T. Study of specific energy and friction coefficient in minimum quantity lubrication grinding using oil-based nanolubricants. J Manuf Process 14(2): 160-166 (2012)
[42]
Zhang D K, Li C H, Zhang Y B, Jia D Z, Zhang X W. Experimental research on the energy ratio coefficient and specific grinding energy in nanoparticle jet MQL grinding. Int J Adv Manuf Technol 78(5-8): 1275-1288 (2015)
[43]
Zhang Y B, Li C H, Jia D Z, Li B K, Wang Y G, Yang M, Hou Y L, Zhang X W. Experimental study on the effect of nanoparticle concentration on the lubricating property of nanofluids for MQL grinding of Ni-based alloy. J Mater Process Tech 232: 100-115 (2016)
[44]
Shen B, Shih A J, Xiao G X. A heat transfer model based on finite difference method for grinding. J Manuf Sci and E-T ASME 133(3): 031001 (2011)
[45]
Bai X F, Dong L, Li C H, Zhang Y L. The experimental research of lubrication performance in nanofluid minimum quantity lubrication (MQL) milling. Modular Mach Tool Autom Manuf Tech 530(4): 15-18 (2018)
[46]
Ueda T, Hosokawa A, Yamada K. Effect of oil mist on tool temperature in cutting. J Manuf Sci Eng 1(128): 130-135 (2006)
[47]
Yang M, Li C H, Zhang Y B, Wang Y G, Li B K, Hou Y L. Experimental research on microscale grinding temperature under different nanoparticle jet minimum quantity cooling. Mater Manuf Process 32(6): 589-597 (2017)
[48]
Shen B, Shih A J. Minimum quantity lubrication (MQL) grinding using vitrified CBN wheels. Trans Namri/Sme 37: 131-136 (2009)
[49]
Li C H, Zhang D K, Jia D Z, Wang S, Hou Y L. Experimental evaluation on tribological properties of nano-particle jet MQL grinding. Int J Surf Sci Eng 9(2-3): 159-175 (2015)
[50]
Shen B, Shih A J, Tung S C. Application of nanofluids in minimum quantity lubrication grinding. Tribol Trans 51(6): 730-737 (2008)
[51]
Yang M. Medical thermodynamic mechanism and temperature field dynamic model of bio-bone micro-grinding with nanoparticle jet sparay cooling. Ph.D Thesis. Qingdao (China): Qingdao Universityof Technology, 2019.
[52]
Cui W Z, Bai M L, Lv J Z, Zhang L, Li G J, Xu M. On the flow characteristics of nanofluids by experimental approach and molecular dynamics simulation. Exp Therm Fluid Sci 39: 148-157 (2012)
[53]
Liu G T, Li C H, Zhang Y B, Yang M, Jia D Z, Zhang X P, Guo S M, Li R Z, Zhai H. Process parameter optimization and experimental evaluation for nanofluid MQL in grinding Ti-6Al-4V based on grey relational analysis. Mater Manuf Process 33(9): 950-963 (2018)
[54]
Joshi K K, Behera R K, Anurag. Effect of minimum quantity lubrication with Al2O3 nanofluid on surface roughness and its prediction using hybrid fuzzy controller in turning operation of Inconel 600. Mater Today: Proceedings 5(9): 20660-20668 (2018)
[55]
Anand K N, Mathew J. Evaluation of size effect and improvement in surface characteristics using sunflower oil-based MQL for sustainable micro-endmilling of Inconel 718. J Braz Soc Mech Sci Eng 42(4): 13 (2020)
[56]
Rao C M, Rao S S, Herbert M A. Influence of modified cutting inserts in machining of Ti-6Al-4V alloy using PCD insert. Mater Today: Proceedings 5(9): 18426-18432 (2018)
[57]
Rahim E A, Sasahara H. A study of the effect of palm oil as MQL lubricant on high speed drilling of titanium alloys. Tribol Int 44(3): 309-317 (2011)
[58]
Obikawa T, Kamata Y, Shinozuka J. High-speed grooving with applying MQL. Int J Mach Tools Manuf 46(14): 1854-1861 (2006)
[59]
Singh T, Dureja J S, Dogra M, Bhatti M S. Environment friendly machining of inconel 625 under nano-fluid minimum quantity lubrication (NMQL). Int J Precis Eng Manuf 19(11): 1689-1697 (2018)
[60]
Wu W T, Li C H, Yang M, Zhang Y B, Jia D Z, Hou Y L, Li R Z, Cao H J, Han Z G. Specific energy and G ratio of grinding cemented carbide under different cooling and lubrication conditions. Int J Adv Manuf Technol 105(1-4): 67-82 (2019)
[61]
Wang Y G, Li C G, Zhang Y B, Li B K, Yang M, Zhang X P, Guo S M, Liu G T, Zhai M G. Comparative evaluation of the lubricating properties of vegetable-oil-based nanofluids between frictional test and grinding experiment. J Manuf Process 26: 94-104 (2017)
[62]
Hu Z M. Study on Tribology of Hydroxy and Sulfurized Vegetable Oil fatty acids. Ph.D Thesis. Shanghai (China): Shanghai University, 1999.
[63]
Sani A S A, Abd Rahim E, Sharif S, Sasahara H. Machining performance of vegetable oil with phosphonium- and ammonium-based ionic liquids via MQL technique. J Clean Prod 209: 947-964 (2019)
[64]
Zhou Z. Tool wear in titanium alloy turning under nanofluids minimum quantity lubrication, M.S Thesis. Harbin (China): Harbin Institute of Technology, 2018.
[65]
Belgharza M, Ihihi A, Najih Y, M. Alaoui El Belghiti M A E B. Comparative study of chemical physical properties of vegetable oils (surface tension and viscosity). Der Pharma Chemica 10(7): 50-54 (2015)
[66]
Krahenbuhl U. Vegetable oil-based coolants improve cutting performance. Tooling & Production 68(12): 34-35 (2002)
[67]
Lovell M, Higgs C F, Deshmukh P, Mobley A. Increasing formability in sheet metal stamping operations using environmentally friendly lubricants. J Mater Process Tech 177(1-3): 87-90 (2006)
[68]
Kalita P, Malshe A P, Jiang W, Nanomech A J S. Tribological study of nano lubricant integrated soybean oil for minimum quantity lubrication (MQL) grinding. Trans Namri/Sme 38: 137-144 (2010)
[69]
Talib N, Sasahara H, Rahim E A. Evaluation of modified jatropha-based oil with hexagonal boron nitride particle as a biolubricant in orthogonal cutting process. Int J Adv Manuf Technol 92(1-4): 371-391 (2017)
[70]
Fox N J, Tyrer B, Stachowiak G W. Boundary lubrication performance of free fatty acids in sunflower oil. Tribol Lett 16(4): 275-281 (2004)
[71]
Jia D Z, Li C H, Zhang Y B, Yang M, Wang Y G, Guo S M, Cao H J. Specific energy and surface roughness of minimum quantity lubrication grinding Ni-based alloy with mixed vegetable oil-based nanofluids. Precis Eng 50: 248-262 (2017)
[72]
Wang Y G, Li C H, Zhang Y B, Yang M, Li B K, Jia D Z, Hou Y L, Mao C. Experimental evaluation of the lubrication properties of the wheel/workpiece interface in minimum quantity lubrication (MQL) grinding using different types of vegetable oils. J Clean Prod 127: 487-499 (2016)
[73]
Talib N, Rahim E A. Performance evaluation of chemically modified crude jatropha oil as a bio-based metalworking fluids for machining process. Procedia Cirp 26: 346-350 (2015)
[74]
Rahim E A, Sasahara H. An analysis of surface integrity when drilling inconel 718 using palm oil and synthetic ester under MQL condition. Mach Sci Technol 15(1): 76-90 (2011)
[75]
Yuan S M, Hou X B, Wang L, Chen B C. Experimental investigation on the compatibility of nanoparticles with vegetable oils for nanofluid minimum quantity lubrication machining. Tribol Lett 66(3): 106-115 (2018)
[76]
Dong L, Li C H, Bai X F, Yin Q A, Sun P. Cooling performance analysis based on minimum quantity lubrication milling with Al2O3 nanoparticle. Manuf Technol Mach Tool 675(9): 137-141 (2018)
[77]
Mao C, Zhang M J, Zhang J, Tang K, Gan H Y, Zhang G F. The effect of processing parameters on the performance of spark plasma sintered cBN-WC-Co composites. J Mater Eng Perform 24(12): 4612-4619 (2015)
[78]
Zhang Y B, Li C H, Zhang Q, Jia D Z, Wang S, Zhang D K, Mao C. Improvement of useful flow rate of grinding fluid with simulation schemes. Int J Adv Manuf Technol 84(9-12): 2113-2126 (2016)
[79]
Gajrani K K, Suvin P S, Kailas S V, Sankar M R. Thermal, rheological, wettability and hard machining performance of MoS2 and CaF2 based minimum quantity hybrid nano-green cutting fluids. J Mater Process Tech 266: 125-139 (2019)
[80]
Rahim E A, Dorairaju H. Evaluation of mist flow characteristic and performance in minimum quantity lubrication (MQL) machining. Measurement 123: 213-225 (2018)
[81]
Tawakoli T, Hadad M J, Sadeghi M H, Daneshi A, Stockert S, Rasifard A. An experimental investigation of the effects of workpiece and grinding parameters on minimum quantity lubrication-MQL grinding. Int J Mach Tools Manuf 49(12-13): 924-932 (2009)
[82]
Virdi R L, Chatha S S, Singh H. Experiment evaluation of grinding properties under Al2O3 nanofluids in minimum quantity lubrication. Mater Res Express 6(9): 8 (2019)
[83]
Agrawal S M, Patil N G. Experimental study of non edible vegetable oil as a cutting fluid in machining of M2 Steel using MQL. J Procedia Manufacturing 20: 207-212 (2018)
[84]
Bai X F, Zhou F M, Li C H, Dong L, Lv X J, Yin Q G. Physicochemical properties of degradable vegetable-based oils on minimum quantity lubrication milling. Int J Adv Manuf Technol 106(9-10): 4143-4155 (2020)
[85]
Araujo A S, Sales W F, da Silva R B, Costa E S, Machado A R. Lubri-cooling and tribological behavior of vegetable oils during milling of AISI 1045 steel focusing on sustainable manufacturing. J Clean Prod 156: 635-647 (2017)
[86]
Sivaraman V, Prakash S. Performance and evaluation of MoS2 based machining using PVD-TiAlN coated tool. J Mech Sci Technol 33(9): 4383-4388 (2019)
[87]
Guo S M, Li C H, Zhang Y B, Wang Y G, Li B K, Yang M, Zhang X P, Liu G T. Experimental evaluation of the lubrication performance of mixtures of castor oil with other vegetable oils in MQL grinding of nickel-based alloy. J Clean Prod 140: 1060-1076 (2017)
[88]
Sharma B K, Adhvaryu A, Erhan S Z. Friction and wear behavior of thioether hydroxy vegetable oil. Tribol Int 42(2): 353-358 (2009)
[89]
Nguyen T, Nguyen D, Howes P, Kwon P, Park K H, Minimum quantity lubrication (MQL) using vegetable oil with nano-platelet solid lubricant in milling titanium alloy. In International Manufacturing Science and Engineering Conference, Charlotte, USA, 2015: 1-10.
[90]
P. A G. Oil-soluble friction reducers-theory and application. Lubr Eng 39(7): 419-426 (1983)
[91]
Allawzi M, Abu-Arabi M K, Al-zoubi H S, Tamimi A. Physicochemical characteristics and thermal stability of Jordanian jojoba oil. J Am Oil Chem Soc 75(1): 57-62 (1998)
[92]
Babu M N, Anandan V, Muthukrishnan N, Santhanakumar M. End milling of AISI 304 steel using minimum quantity lubrication. Measurement 138: 681-689 (2019)
[93]
Li B K, Li C H, Zhang Y B, Wang Y G, Jia D Z, Min Y. Grinding temperature and energy ratio coefficient in MQL grinding of high-temperature nickel-base alloy by using different vegetable oils as base oil. Chin J Aeronaut 29(4): 1084-1095 (2016)
[94]
Okafor A C, Nwoguh T O. A study of viscosity and thermal conductivity of vegetable oils as base cutting fluids for minimum quantity lubrication machining of difficult-to-cut metals. Int J Adv Manuf Technol 106(3-4): 1121-1131 (2020)
[95]
Zhong W W. Little quantity lubricant cooling mechanisms under condition of liquid forced convection based on prandtl boundary layer theory. Lubr Eng 39(9): 79-82 (2014)
[96]
Su Y, Gong L, Li B, Liu Z Q, Chen D D. Performance evaluation of nanofluid MQL with vegetable-based oil and ester oil as base fluids in turning. Int J Adv Manuf Technol 83(9-12): 2083-2089 (2016)
[97]
Sai S S, ManojKumar K, Ghosh A. Assessment of spray quality from an external mix nozzle and its impact on SQL grinding performance. Int J Mach Tools Manuf 89: 132-141 (2015)
[98]
Li B K, Li C H, Zhang Y B, Wang Y G, Yang M, Jia D Z, Zhang N Q, Wu Q D, Ding W F. Numerical and experimental research on the grinding temperature of minimum quantity lubrication cooling of different workpiece materials using vegetable oil-based nanofluids. Int J Adv Manuf Technol 93(5-8): 1971-1988 (2017)
[99]
Vasu V, Pradeep Kumar Reddy G. Effect of minimum quantity lubrication with Al2O3 nanoparticles on surface roughness, tool wear and temperature dissipation in machining Inconel 600 alloy. Proc I Mech Eng Part N-J Nano 225(1): 3-16 (2017)
[100]
Nguyen T K, Kwon P Y, Park K H. A critical factor in enhancement of MQL lubricants: Platelet thickness. In ASME 2013 International Manufacturing Science and Engineering Conference collocated with the 41st North American Manufacturing Research Conference, Madison, USA, 2013: 1-9.
[101]
Awale A S, Srivastava A, Vashista M, Yusufzai M Z K. Influence of minimum quantity lubrication on surface integrity of ground hardened H13 hot die steel. Int J Adv Manuf Technol 100(1-4): 983-997 (2019)
[102]
Li M, Yu T B, Zhang R C, Yang L, Li H Y, Wang W S. MQL milling of TC4 alloy by dispersing graphene into vegetable oil-based cutting fluid. Int J Adv Manuf Technol 99(5-8): 1735-1753 (2018)
[103]
Nurul Adlina M J, Kamaleshwaran T, Ahamd Fairuz M, Azwan I A. A study of surface roughness & surface integrity in drilling process using various vegetable-oil Based lubricants In minimum quantity lubrication. AJBAS 8(15): 191-197 (2014)
[104]
Wang Y G, Li C H, Zhang Y B, Li B K, Yang M, Zhang X P, Guo S M, Liu G T. Experimental evaluation of the lubrication properties of the wheel/workpiece interface in MQL grinding with different nanofluids. Tribol Int 99: 198-210 (2016)
[105]
Zhang X P, Li C H, Zhang Y B, Jia D Z, Li B K, Wang Y G, Yang M, Hou Y L, Zhang X W. Performances of Al2O3/SiC hybrid nanofluids in minimum-quantity lubrication grinding. Int J Adv Manuf Technol 86(9-12): 3427-3441 (2016)
[106]
Zhang X P, Li C H, Zhang Y B, Wang Y G, Li B K, Yang M, Guo S M, Liu G T, Zhang N Q. Lubricating property of MQL grinding of Al2O3/SiC mixed nanofluid with different particle sizes and microtopography analysis by cross-correlation. Precis Eng 47: 532-545 (2017)
[107]
Yin Q A, Li C H, Dong L, Bai X F, Zhang Y B, Yang M, Jia D Z, Hou Y L, Liu Y H, Li R Z. Effects of the physicochemical properties of different nanoparticles on lubrication performance and experimental evaluation in the NMQL milling of Ti-6Al-4V. Int J Adv Manuf Technol 99(9-12): 3091-3109 (2018)
[108]
Das A, Patel S K, Das S R. Performance comparison of vegetable oil based nanofluids towards machinability improvement in hard turning of HSLA steel using minimum quantity lubrication. Mech Ind 20(5): 20 (2019)
[109]
Das A, Patel S K, Biswal B B, Sahoo N, Pradhan A. Performance evaluation of various cutting fluids using MQL technique in hard turning of AISI 4340 alloy steel. Measurement 150: 28 (2020)
[110]
Talib N, Rahim E A. Performance of modified jatropha oil in combination with hexagonal boron nitride particles as a bio-based lubricant for green machining. Tribol Int 118: 89-104 (2018)
[111]
Sharma A K, Katiyar J K, Bhaumik S, Roy S. Influence of alumina/MWCNT hybrid nanoparticle additives on tribological properties of lubricants in turning operations. Friction 7(2): 153-168 (2019)
[112]
Lv T, Huang S Q, Hu X D, Ma Y L, Xu X F. Tribological and machining characteristics of a minimum quantity lubrication (MQL) technology using GO/SiO2 hybrid nanoparticle water-based lubricants as cutting fluids. Int J Adv Manuf Technol 96(5-8): 2931-2942 (2018)
[113]
Ali M, Khalil A, Azmi A I, Salleh H M, Ali M, Khalil A, Azmi A I, Salleh H M. The effects of the size of Al2O3 particles in nanolubricant with added SDBS on surface roughness and tool wear during turning of mild steel. In AIP Conference Series-3rd Electronic and Green Materials International Conference, Krabi, Thailand, 2017: 020101.
[114]
Lee K, Hwang Y, Cheong S, Choi Y, Kwon L, Lee J, Kim S H. Understanding the role of nanoparticles in nano-oil lubrication. Tribol Lett 35(2): 127-131 (2009)
[115]
Duan Z J, Yin Q G, Li C H, Dong L, Bai X F, Zhang Y B, Yang M, Jia D Z, Li R Z, Liu Z Q. Milling force and surface morphology of 45 steel under different Al2O3 nanofluid concentrations. Int J Adv Manuf Technol 107(3-4): 1277-1296 (2020)
[116]
Cui X, Li C H, Zhang Y B, Jia D Z, Zhao Y J, Li R Z, Cao H J. Tribological properties under the grinding wheel and workpiece interface by using graphene nanofluid lubricant. Int J Adv Manuf Technol 104(9-12): 3943-3958 (2019)
[117]
Xie H M, Jiang B, Liu B, Wang Q H, Xu J Y, Pan F S. An Investigation on the tribological performances of the SiO2/ MoS2 hybrid nanofluids for magnesium alloy-steel contacts. Nanoscale Res Lett 11(1): 329 (2016)
[118]
Gupta M K, Jamil M, Wang X J, Song Q H, Liu Z Q, Mia M, Hegab H, Khan A M, Collado A G, Pruncu C I, Imran G M S. Performance evaluation of vegetable oil-based nano-cutting fluids in environmentally friendly machining of inconel-800 alloy. Materials 12(17): 20 (2019)
[119]
Xiong S, Liang D, Wu H, Lin W, Chen J S, Zhang B S. Preparation, characterization, tribological and lubrication performances of Eu doped CaWO4 nanoparticle as anti-wear additive in water-soluble fluid for steel strip during hot rolling. Appl Surf Sci 539: 148090 (2021)
[120]
Li B K, Li C H, Zhang Y B, Wang Y G, Jia D Z, Yang M, Zhang N Q, Wu Q D, Han Z G, Sun K. Heat transfer performance of MQL grinding with different nanofluids for Ni-based alloys using vegetable oil. J Clean Prod 154: 1-11 (2017)
[121]
Thakur A, Manna A, Samir S. Experimental investigation of nanofluids in minimum quantity lubrication during turning of EN-24 steel. Proc Inst Mech Eng Part J-J Eng Tribol 234(5): 712-729 (2020)
[122]
Sharma A K, Singh R K, Dixit A R, Tiwari A K. Novel uses of alumina-MoS2 hybrid nanoparticle enriched cutting fluid in hard turning of AISI 304 steel. J Manuf Process 30: 467-482 (2017)
[123]
Sharma A K, Tiwari A K, Dixit A R. Prediction of temperature distribution over cutting tool with alumina-MWCNT hybrid nanofluid using computational fluid dynamics (CFD) analysis. Int J Adv Manuf Technol 97(1-4): 427-439 (2018)
[124]
Singh R K, Sharma A K, Dixit A R, Tiwari A K, Pramanik A, Mandal A. Performance evaluation of alumina-graphene hybrid nano-cutting fluid in hard turning. J Clean Prod 162: 830-845 (2017)
[125]
Khan A M, Anwar S, Jamil M, Nasr M M, Gupta M K, Saleh M, Ahmad S, Mia M. Energy, environmental, economic, and technological analysis of Al-GnP nanofluid- and cryogenic LN2-assisted sustainable machining of Ti-6Al-4V alloy. Metals 11(1): 88 (2021)
[126]
Khan A M, Gupta M K, Hegab H, Jamil M, Mia M, He N, Song Q H, Liu Z Q, Pruncu C I. Energy-based cost integrated modelling and sustainability assessment of Al-GnP hybrid nanofluid assisted turning of AISI52100 steel. J Clean Prod 257: 120502 (2020)
[127]
Yang M, Li C H, Zhang Y B, Jia D Z, Li R Z, Hou Y L, Cao H J, Wang J. Predictive model for minimum chip thickness and size effect in single diamond grain grinding of zirconia ceramics under different lubricating conditions. Ceram Int 45(12): 14908-14920 (2019)
[128]
Maheshwary P B, Handa C C, Nernade K R. A comprehensive study of effect of concentration, particle size and particle shape on thermal conductivity of titania/water based nanofluid. Appl Therm Eng 119: 79-88 (2017)
[129]
Kumar A, Ghosh S, Aravindan S. Experimental investigations on surface grinding of silicon nitride subjected to mono and hybrid nanofluids. Ceram Int 45(14): 17447-17466 (2019)
[130]
Shen B, Kalita P, Malshe A P, Shih A J. Performance of novel MoS2 nanoparticles based grinding fluids in minimum quantity lubrication grinding. Trans NAMRI/SME 36: 357-364 (2008)
[131]
Krishna P V, Srikant R R, Rao D N. Experimental investigation on the performance of nanoboric acid suspensions in SAE-40 and coconut oil during turning of AISI 1040 steel. Int J Mach Tools Manuf 50(10): 911-916 (2010)
[132]
Choi C, Jung M, Choi Y, Lee J, Oh J. Tribological properties of lubricating oil-based nanofluids with metal/carbon nanoparticles. J Nanosci Nanotechnol 11(1): 368-371 (2011)
[133]
Wang Y G, Li C H, Zhang Y B, Yang M, Zhang X P, Zhang N Q, Dai J J. Experimental evaluation on tribological performance of the wheel/workpiece interface in minimum quantity lubrication grinding with different concentrations of Al2O3 nanofluids. J Clean Prod 142: 3571-3583 (2017)
[134]
Singh H, Sharma V S, Dogra M. Exploration of graphene assisted vegetables oil based minimum quantity lubrication for surface grinding of Ti-6AL-4V-ELI. Tribol Int 144: 13 (2020)
[135]
Li M, Yu T B, Zhang R C, Yang L, Ma Z L, Li B C, Wang X Z, Wang W S, Zhao J. Experimental evaluation of an eco-friendly grinding process combining minimum quantity lubrication and graphene-enhanced plant-oil-based cutting fluid. J Clean Prod 244: 13 (2020)
[136]
Sen B, Mia M, Gupta M K, Rahman M A, Mandal U K, Mondal S P. Influence of Al2O3 and palm oil-mixed nano-fluid on machining performances of Inconel-690: IF-THEN rules-based FIS model in eco-benign milling. Int J Adv Manuf Technol 103(9-12): 3389-3403 (2019)
[137]
Padmini R, Krishna P V, Rao G K M. Effectiveness of vegetable oil based nanofluids as potential cutting fluids in turning AISI 1040 steel. Tribol Int 94: 490-501 (2016)
[138]
Li B K, Li C H, Zhang Y B, Wang Y G, Yang M, Jia D Z, Zhang N Q, Wu Q D. Effect of the physical properties of different vegetable oil-based nanofluids on MQLC grinding temperature of Ni-based alloy. Int J Adv Manuf Technol 89(9-12): 3459-3474 (2017)
[139]
Padmini R, Krishna P V, Rao G K M. Experimental evaluation of nano-molybdenum disulphide and nano-boric acid suspensions in vegetable oils as prospective cutting fluids during turning of AISI 1040 steel. Proc Inst Mech Eng Part J-J Eng Tribol 230(5): 493-505 (2016)
[140]
Wang X Q, Mujumdar A S. A review on nanofluids-Part I: Theoretical and numerical investigations. Braz J Chem Eng 25(4): 613-630 (2008)
[141]
Chieruzzi M, Cerritelli G F, Miliozzi A, Kenny J M. Effect of nanoparticles on heat capacity of nanofluids based on molten salts as PCM for thermal energy storage. Nanoscale Res Lett 8: 9 (2013)
[142]
Demas N G, Timofeeva E V, Routbort J L, Fenske G R. Tribological effects of BN and MoS2 nanoparticles added to polyalphaolefin oil in piston skirt/cylinder liner tests. Tribol Lett 47(1): 91-102 (2012)
[143]
Haddad Z, Abid C, Rahli O, Margeat O, Dachraoui W, Mataoui A. Is it important to measure the volumetric mass density of nanofluids? IJET 8(2): 310-313 (2014)
[144]
Das S K, Putra N, Roetzel W. Pool boiling characteristics of nano-fluids. Int J Heat Mass Transf 46(5): 851-862 (2003)
[145]
Nguyen T K, Do I, Kwon P. A tribological study of vegetable oil enhanced by nano-platelets and implication in MQL machining. Int J Precis Eng Manuf 13(7): 1077-1083 (2012)
[146]
Chinnam J, Das D, Vajjha R, Satti J. Measurements of the contact angle of nanofluids and development of a new correlation. Int Commun Heat Mass Transf 62: 1-12 (2015)
[147]
Guo S M, Li C H, Zhang Y B, Yang M, Jia D Z, Zhang X P, Liu G T, Li R Z, Bing Z R, Ji H J. Analysis of volume ratio of castor/soybean oil mixture on minimum quantity lubrication grinding performance and microstructure evaluation by fractal dimension. Ind Crop Prod 111: 494-505 (2018)
[148]
Katna R, Suhaib M, Agrawal N. Nonedible vegetable oil-based cutting fluids for machining processes—A review. Mater Manuf Process 35(1): 1-32 (2020)
[149]
Talib N, Rahim E A. The effect of tribology behavior on machining performances when using bio-based lubricant as a sustainable metalworking fluid. Procedia CIRP 40: 504-508 (2016)
[150]
Politi J R D, de Matos P R R, Sales M J A. Comparative study of the oxidative and thermal stability of vegetable oils to be used as lubricant bases. J Therm Anal Calorim 111(2): 1437-1442 (2013)
[151]
Liu Z S, Sharma B K, Erhan S Z, Biswas A, Wang R P, Schuman T P. Oxidation and low temperature stability of polymerized soybean oil-based lubricants. Thermochim Acta 601: 9-16 (2015)
[152]
Singh H, Sharma V S, Singh S, Dogra M. Nanofluids assisted environmental friendly lubricating strategies for the surface grinding of titanium alloy: Ti6Al4V-ELI. J Manuf Process 39: 241-249 (2019)
[153]
Hosseini S F, Emami M, Sadeghi M H. An experimental investigation on the effects of minimum quantity nano lubricant application in grinding process of Tungsten carbide. J Manuf Process 35: 244-253 (2018)
[154]
Jamil M, Khan A M, Hegab H, Gong L, Mia M, Gupta M K, He N. Effects of hybrid Al2O3-CNT nanofluids and cryogenic cooling on machining of Ti-6Al-4V. Int J Adv Manuf Technol 102(9-12): 3895-3909 (2019)
[155]
Gao T, Li C H, Zhang Y B, Yang M, Jia D Z, Jin T, Hou Y L, Li R Z. Dispersing mechanism and tribological performance of vegetable oil-based CNT nanofluids with different surfactants. Tribol Int 131: 51-63 (2019)
[156]
Duan W H, Wang Q, Collins F. Dispersion of carbon nanotubes with SDS surfactants: A study from a binding energy perspective. Chem Sci 2(7): 1407-1413 (2011)
[157]
Guo J X, Barber G C, Schall D J, Zou Q, Jacob S B. Tribological properties of ZnO and WS2 nanofluids using different surfactants. Wear 382: 8-14 (2017)
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Publication history

Received: 18 February 2021
Revised: 22 April 2021
Accepted: 11 June 2021
Published: 14 January 2022
Issue date: June 2022

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© The author(s) 2021.

Acknowledgements

This study was financially supported by the National Natural Science Foundation of China (Grant Nos. 51905289 and 51975305), National Key Research and Development Plan (2020YFB2010500), Key Projects of Shandong Natural Science Foundation of China (Grant Nos. ZR2020KE027, ZR2020ME158, and ZR2019PEE008), and Major Science and Technology Innovation Engineering Projects of Shandong Province (Grant No. 2019JZZY020111).

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