Grinding mechanics of ceramics: from mechanism to modeling

Wen-Hao Xu , Chang-He Li , Pei-Ming Xu , Wei Wang , Yan-Bin Zhang , Min Yang , Xin Cui , Ben-Kai Li , Ming-Zheng Liu , Teng Gao , Yusuf Suleiman Dambatta , Ai-Guo Qin

Advances in Manufacturing ›› 2026, Vol. 14 ›› Issue (1) : 4 -42.

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Advances in Manufacturing ›› 2026, Vol. 14 ›› Issue (1) :4 -42. DOI: 10.1007/s40436-025-00553-0
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Grinding mechanics of ceramics: from mechanism to modeling
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Abstract

High-temperature-resistant and chemically stable ceramic materials exhibit great adaptability across numerous industrial applications. Grinding is an essential component of the precision shaping and manufacturing processes for ceramic structural components. However, the low machining efficiency and high machining damage rate caused by hard and brittle material properties have been a challenge in both academia and industry. Grinding force is the most critical parameter reflecting the grinding system, and establishing an accurate prediction model is highly significant in reducing machining damage. However, a knowledge gap remains in the comprehensive review and evaluation of grinding force models for ceramic materials, which is undoubtedly not conducive to further theoretical advances. This review discusses the removal mechanism for polycrystalline ceramic materials. Subsequently, it comprehensively reviews and comparatively evaluates detailed grinding force modeling knowledge. Furthermore, it explores the specificities of the ultrasonic and laser energy-field-assisted grinding of ceramic materials in terms of their physical behavior and mechanical modeling. Finally, the theoretical value of grinding force modeling for predicting the damage to ceramic materials is explored. The current limitations of the grinding process, mechanical modeling of ceramic materials, corresponding potential research directions, and valuable research content are provided. The goal is to derive actionable low-damage grinding guidelines and establish a robust theoretical framework that enhances the quality of grinding processes for ceramics and other hard and brittle solids.

Keywords

Ceramics grinding / Force model / Material removal mechanisms / Hard and brittle materials

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Wen-Hao Xu, Chang-He Li, Pei-Ming Xu, Wei Wang, Yan-Bin Zhang, Min Yang, Xin Cui, Ben-Kai Li, Ming-Zheng Liu, Teng Gao, Yusuf Suleiman Dambatta, Ai-Guo Qin. Grinding mechanics of ceramics: from mechanism to modeling. Advances in Manufacturing, 2026, 14(1): 4-42 DOI:10.1007/s40436-025-00553-0

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References

[1]

Du JG, Su JZ, Geng JXet al.. Research advances on primary machining technologies of zirconia ceramics. Int J Adv Manuf Technol, 2023, 130: 23-55

[2]

Ming WY, Jia HJ, Zhang HMet al.. A comprehensive review of electric discharge machining of advanced ceramics. Ceram Int, 2020, 46: 21813-21838

[3]

Liang XL, Liu ZQ, Wang B. State-of-the-art of surface integrity induced by tool wear effects in machining process of titanium and nickel alloys: a review. Measurement, 2019, 132: 150-181

[4]

Sirin S, Sarikaya M, Yildirim CVet al.. Machinability performance of nickel alloy X-750 with SiAlON ceramic cutting tool under dry, MQL and hBN mixed nanofluid-MQL. Tribol Int, 2021, 153: 106673

[5]

Zhang XQ, Zhang KQ, Zhang Let al.. Additive manufacturing of cellular ceramic structures: from structure to structure-function integration. Mater Des, 2022, 215: 110470

[6]

Timurkutluk C, Toruntay F, Onbilgin Set al.. Development of ceramic fiber reinforced glass ceramic sealants for microtubular solid oxide fuel cells. Ceram Int, 2022, 48: 15703-15710

[7]

Pachaury Y, Tandon P. An overview of electric discharge machining of ceramics and ceramic based composites. J Manuf Process, 2017, 25: 369-390

[8]

Cui X, Li CH, Yang Met al.. Enhanced grindability and mechanism in the magnetic traction nanolubricant grinding of Ti-6Al-4 V. Tribol Int, 2023, 186: 108603

[9]

Zhu DH, Feng XZ, Xu XHet al.. Robotic grinding of complex components: A step towards efficient and intelligent machining—challenges, solutions, and applications. Robot Comput-Integr Manuf, 2020, 65: 101908

[10]

Zhang YB, Li CH, Jia DZet al.. Experimental evaluation of the lubrication performance of MoS2/CNT nanofluid for minimal quantity lubrication in Ni-based alloy grinding. Int J Mach Tools Manuf, 2015, 99: 19-33

[11]

Zhang YB, Li CH, Yang Met al.. 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, 2016, 139: 685-705

[12]

Shen JY, Wang JQ, Jiang Bet al.. Study on wear of diamond wheel in ultrasonic vibration-assisted grinding ceramic. Wear, 2015, 332: 788-793

[13]

Xu S, Yao ZQ, He JWet al.. Grinding characteristics, material removal, and damage formation mechanisms of zirconia ceramics in hybrid laser/grinding. J Manuf Sci Eng-Trans ASME, 2018, 140: 071010

[14]

Guo Y, Liu MH, Li CL. Modeling and experimental investigation on grinding force for advanced ceramics with different removal modes. Int J Adv Manuf Technol, 2020, 106: 5483-5495

[15]

Kar S, Kumar S, Bandyopadhyay PPet al.. Grinding of hard and brittle ceramic coatings: force analysis. J Eur Ceram Soc, 2020, 40: 1453-1461

[16]

Pang JZ, Ji X, Niu Yet al.. Experimental investigation of grinding force and material removal mechanism of laser-structured zirconia ceramics. Micromachines, 2022, 13: 710

[17]

Dambatta YS, Sayuti M, Sarhan AADet al.. Comparative study on the performance of the MQL nanolubricant and conventional flood lubrication techniques during grinding of Si3N4 ceramic. Int J Adv Manuf Technol, 2018, 96: 3959-3976

[18]

Dambatta YS, Sayuti M, Sarhan AADet al.. Tribological performance of SiO2-based nanofluids in minimum quantity lubrication grinding of Si3N4 ceramic. J Manuf Process, 2019, 41: 135-147

[19]

Gaitonde VN, Karnik SR, Figueira Let al.. Performance comparison of conventional and wiper ceramic inserts in hard turning through artificial neural network modeling. Int J Adv Manuf Technol, 2011, 52: 101-114

[20]

Lipinski D, Balasz B, Rypina L. Modelling of surface roughness and grinding forces using artificial neural networks with assessment of the ability to data generalisation. Int J Adv Manuf Technol, 2018, 94: 1335-1347

[21]

Gu P, Zhu CM, Tao Zet al.. A grinding force prediction model for SiCp/Al composite based on single-abrasive-grain grinding. Int J Adv Manuf Technol, 2020, 109: 1563-1581

[22]

Zhang MH, Shan CW, Xia ZWet al.. Dynamic mechanical model in grinding C/SiC composites. Int J Mech Sci, 2024, 268: 109042

[23]

Zhou M, Zheng W. A model for grinding forces prediction in ultrasonic vibration assisted grinding of SiCp/Al composites. Int J Adv Manuf Technol, 2016, 87: 3211-3224

[24]

Feng J, Chen P, Ni J. Prediction of grinding force in microgrinding of ceramic materials by cohesive zone-based finite element method. Int J Adv Manuf Technol, 2013, 68: 1039-1053

[25]

Zhang XL, Chen P, Zhang Jet al.. Study on grinding force of Si3N4 ceramics in random rotation grinding with truncated polyhedral grains. Int J Adv Manuf Technol, 2021, 115: 3139-3148

[26]

Fu YC, Tian L, Xu JHet al.. Development and application on the grinding process modeling and simulation. J Mech Eng, 2015, 51: 197-205

[27]

Li C, Hu YX, Zhang FHet al.. Molecular dynamics simulation of laser assisted grinding of GaN crystals. Int J Mech Sci, 2023, 239: 107856

[28]

Lin JM, Jiang F, Xu XPet al.. Molecular dynamics simulation of nanoindentation on c-plane sapphire. Mech Mater, 2021, 154: 103716

[29]

Bie WB, Zhao B, Gao GFet al.. Grinding force assessment in tangential ultrasonic vibration-assisted grinding gear: analytical model and experimental verification. Int J Adv Manuf Technol, 2023, 126: 5457-5474

[30]

Gao BH, Jin T, Qu MAet al.. Force modeling of vertical surface grinding considering wheel-workpiece contact geometry. Int J Mech Sci, 2024, 269: 108999

[31]

Dai CW, Yin Z, Ding WFet al.. Grinding force and energy modeling of textured monolayer CBN wheels considering undeformed chip thickness nonuniformity. Int J Mech Sci, 2019, 157: 221-230

[32]

Lu SX, Gao H, Bao YJet al.. A model for force prediction in grinding holes of SiCp/Al composites. Int J Mech Sci, 2019, 160: 1-14

[33]

Zhang WJ, Gong YD, Zhao XLet al.. Modeling and analysis of tangential force in robot abrasive belt grinding of nickel-based superalloy. Arch Civ Mech Eng, 2023, 23: 124

[34]

Agarwal S, Rao PV. Predictive modeling of undeformed chip thickness in ceramic grinding. Int J Mach Tools Manuf, 2012, 56: 59-68

[35]

Agarwal S, Rao PV. Predictive modeling of force and power based on a new analytical undeformed chip thickness model in ceramic grinding. Int J Mach Tools Manuf, 2013, 65: 68-78

[36]

Li HN, Yu TB, Wang ZXet al.. Detailed modeling of cutting forces in grinding process considering variable stages of grain-workpiece micro interactions. Int J Mech Sci, 2017, 126: 319-339

[37]

Guo XG, Li Q, Liu Tet al.. Advances in molecular dynamics simulation of ultra-precision machining of hard and brittle materials. Front Mech Eng, 2017, 12: 89-98

[38]

Zhang T, Jiang F, Huang Het al.. Towards understanding the brittle-ductile transition in the extreme manufacturing. Int J Extreme Manuf, 2021, 3: 022001

[39]

Qian HA, Chen MK, Qi ZJet al.. Review on research and development of abrasive scratching of hard brittle materials and its underlying mechanisms. Crystals, 2023, 13: 428

[40]

Bifano TG, Dow TA, Scattergood RO. Ductile-regime grinding: a new technology for machining brittle materials. J Eng Ind, 1991, 113: 184-189

[41]

Lu SX, Yang XX, Zhang JQet al.. Rational discussion on material removal mechanisms and machining damage of hard and brittle materials. J Mech Eng, 2022, 58: 31-45

[42]

Wang JJ, Zhang JF, Feng PFet al.. Damage formation and suppression in rotary ultrasonic machining of hard and brittle materials: a critical review. Ceram Int, 2018, 44: 1227-1239

[43]

You KY, Yan GP, Luo XCet al.. Advances in laser assisted machining of hard and brittle materials. J Manuf Process, 2020, 58: 677-692

[44]

Zhou HL, Zhang JF, Yu DWet al.. Advances in rotary ultrasonic machining system for hard and brittle materials. Adv Mech Eng, 2019, 11: 1687814019895929

[45]

Tönshoff H, Peters J, Inasaki Iet al.. Modelling and simulation of grinding processes. CIRP Ann, 1992, 41: 677-688

[46]

Meng QY, Guo B, Zhao QLet al.. Modelling of grinding mechanics: a review. Chin J Aeronaut, 2023, 36: 25-39

[47]

Zhang B, Lu SX, Rabiey Met al.. Grinding of composite materials. CIRP Ann-Manuf Technol, 2023, 72: 645-671

[48]

An QL, Chen J, Ming WWet al.. Machining of SiC ceramic matrix composites: a review. Chin J Aeronaut, 2021, 34: 540-567

[49]

Diaz OG, Luna GG, Liao ZRet al.. The new challenges of machining ceramic matrix composites (CMCs): review of surface integrity. Int J Mach Tools Manuf, 2019, 139: 24-36

[50]

Gao T, Zhang YB, Li CHet al.. Fiber-reinforced composites in milling and grinding: machining bottlenecks and advanced strategies. Front Mech Eng, 2022, 17: 24

[51]

Ding WF, Linke B, Zhu YJet al.. Review on monolayer CBN superabrasive wheels for grinding metallic materials. Chin J Aeronaut, 2017, 30: 109-134

[52]

Ding WF, Zhang LC, Li Zet al.. Review on grinding-induced residual stresses in metallic materials. Int J Adv Manuf Technol, 2017, 88: 2939-2968

[53]

Dogra M, Sharma VS, Dureja JSet al.. Environment-friendly technological advancements to enhance the sustainability in surface grinding-a review. J Clean Prod, 2018, 197: 218-231

[54]

Xu WH, Li CH, Zhang YBet al.. Electrostatic atomization minimum quantity lubrication machining: from mechanism to application. Int J Extreme Manuf, 2022, 4: 042003

[55]

Yang ZC, Zhu LD, Zhang GXet al.. Review of ultrasonic vibration-assisted machining in advanced materials. Int J Mach Tools Manuf, 2020, 156: 34

[56]

Zhang YB, Li HN, Li CHet al.. Nano-enhanced biolubricant in sustainable manufacturing: from processability to mechanisms. Friction, 2022, 10: 803-841

[57]

Zhou K, Xiao GJ, Huang Y. Understanding machinability improvements and removal mechanism of ceramic matrix composites during laser-ablating assisted grinding. Wear, 2024, 538: 23

[58]

Xiao GJ, Yang ZY, Zhou Ket al.. Significant improvement of machinability of Cf/SiC composites through matching laser scanning spacing and abrasive belt grain size. Chin J Aeronaut, 2024, 38: 103017

[59]

Yang M, Li CH, Zhang YBet al.. Effect of friction coefficient on chip thickness models in ductile-regime grinding of zirconia ceramics. Int J Adv Manuf Technol, 2019, 102: 2617-2632

[60]

Yin JF, Xu JH, Ding WFet al.. Effects of grinding speed on the material removal mechanism in single grain grinding of SiCf/SiC ceramic matrix composite. Ceram Int, 2021, 47: 12795

[61]

Su YH, Lin B, Cao ZC. Prediction and verification analysis of grinding force in the single grain grinding process of fused silica glass. Int J Adv Manuf Technol, 2018, 96: 597-606

[62]

Denkena B, Bouabid A, Kroedel A. Single grain grinding: a novel approach to model the interactions at the grain/bond interface during grinding. Int J Adv Manuf Technol, 2020, 107: 4811-4822

[63]

Sun YL, Zuo DW, Wang HYet al.. Mechanism of brittle-ductile transition of a glass-ceramic rigid substrate. Int J Miner Metall Mater, 2011, 18: 229-233

[64]

Huang H, Li XL, Mu DKet al.. Science and art of ductile grinding of brittle solids. Int J Mach Tools Manuf, 2021, 161: 103675

[65]

Yang X, Qiu ZJ, Wang YG. Stress interaction and crack propagation behavior of glass ceramics under multi-scratches. J Non-Cryst Solids, 2019, 523: 119600

[66]

Yang X, Qiu ZJ, Li X. Investigation of scratching sequence influence on material removal mechanism of glass-ceramics by the multiple scratch tests. Ceram Int, 2019, 45: 861-873

[67]

Qiu ZJ, Liu CC, Wang HRet al.. Crack propagation and the material removal mechanism of glass-ceramics by the scratch test. J Mech Behav Biomed Mater, 2016, 64: 75-85

[68]

Cai LQ, Guo XG, Gao Set al.. Material removal mechanism and deformation characteristics of AIN ceramics under nanoscratching. Ceram Int, 2019, 45: 20545-20554

[69]

Qiu ZJ, Wang YG. Multi-tip indenter tool scratch behavior of glass-ceramics. J Mech Behav Biomed Mater, 2021, 121: 104617

[70]

Dai JB, Su HH, Wang ZBet al.. Damage formation mechanisms of sintered silicon carbide during single-diamond grinding. Ceram Int, 2021, 47: 28419-28428

[71]

Yan JW, Zhang ZY, Kuriyagawa T. Mechanism for material removal in diamond turning of reaction-bonded silicon carbide. Int J Mach Tools Manuf, 2009, 49: 366-374

[72]

Wirtz C, Mueller S, Mattfeld Pet al.. A discussion on material removal mechanisms in grinding of cemented carbides. J Manuf Sci Eng-Trans ASME, 2017, 139: 121002

[73]

Liu YY, Deng JX, Yue HZet al.. Material removal behavior in processing green Al2O3 ceramics based on scratch and edge-indentation tests. Ceram Int, 2019, 45: 12495-12508

[74]

Yin H, Wang S, Guo Bet al.. Effects of scratch depth on material-removal mechanism of yttrium aluminium garnet ceramic. Ceram Int, 2022, 48: 27479-27485

[75]

Zhao L, Hu WJ, Zhang Qet al.. Atomistic origin of brittle-to-ductile transition behavior of polycrystalline 3C-SiC in diamond cutting. Ceram Int, 2021, 47: 23895-23904

[76]

Agarwal S, Rao PV. Experimental investigation of surface/subsurface damage formation and material removal mechanisms in SiC grinding. Int J Mach Tools Manuf, 2008, 48: 698-710

[77]

Li ZP, Zhang FH, Zhang Yet al.. Experimental investigation on the surface and subsurface damages characteristics and formation mechanisms in ultra-precision grinding of SiC. Int J Adv Manuf Technol, 2017, 92: 2677-2688

[78]

Agarwal S, Rao PV. Grinding characteristics, material removal and damage formation mechanisms in high removal rate grinding of silicon carbide. Int J Mach Tools Manuf, 2010, 50: 1077-1087

[79]

Dai JB, Su HH, Wang ZBet al.. Research on the crack damage formation mechanisms of polycrystalline silicon carbide ceramics in grinding process. J Mech Eng, 2022, 58: 307-320

[80]

Liu W, Tang DB, Gu Het al.. Experimental study on the mechanism of strain rate on grinding damage of zirconia ceramics. Ceram Int, 2022, 48: 21648-21655

[81]

Dai JB, Su HH, Zhou WBet al.. Finite element implementation of the tension-shear coupled fracture criterion for numerical simulations of brittle-ductile transition in silicon carbide ceramic grinding. Int J Mech Sci, 2018, 146: 211-220

[82]

Liu Y, Li BZ, Wu CJet al.. Simulation-based evaluation of surface micro-cracks and fracture toughness in high-speed grinding of silicon carbide ceramics. Int J Adv Manuf Technol, 2016, 86: 799-808

[83]

Shamray S, Azarhoushang B, Paknejad Met al.. Ductile-brittle transition mechanisms in micro-grinding of silicon nitride. Ceram Int, 2022, 48: 34987-34998

[84]

Chen JY, Shen JY, Huang Het al.. Grinding characteristics in high speed grinding of engineering ceramics with brazed diamond wheels. J Mater Process Technol, 2010, 210: 899-906

[85]

Huang H, Yin L, Zhou L. High speed grinding of silicon nitride with resin bond diamond wheels. J Mater Process Technol, 2003, 141: 329-336

[86]

Xie GZ, Huang H. An experimental investigation of temperature in high speed deep grinding of partially stabilized zirconia. Int J Mach Tools Manuf, 2008, 48: 1562-1568

[87]

Huang H, Liu Y. Experimental investigations of machining characteristics and removal mechanisms of advanced ceramics in high speed deep grinding. Int J Mach Tools Manuf, 2003, 43: 811-823

[88]

Choudhary A, Paul S. Surface generation in high-speed grinding of brittle and tough ceramics. Ceram Int, 2021, 47: 30546-30562

[89]

Liu W, Deng ZH, Shang YYet al.. Effects of grinding parameters on surface quality in silicon nitride grinding. Ceram Int, 2017, 43: 1571-1577

[90]

Doman D, Warkentin A, Bauer R. A survey of recent grinding wheel topography models. Int J Mach Tools Manuf, 2006, 46: 343-352

[91]

Chen DX, Tian YL. Modeling and simulation methodology of the machined surface in ultra-precision grinding. J Mech Eng, 2010, 46: 186-191

[92]

Qiao GC, Dong GJ, Zhou M. Simulation and assessment of diamond mill grinding wheel topography. Int J Adv Manuf Technol, 2013, 68: 2085-2093

[93]

Hou ZB, Komanduri R. On the mechanics of the grinding process–part I. Stochastic nature of the grinding process. Int J Mach Tools Manuf, 2003, 43: 1579-1593

[94]

Adibi H, Jamaati F, Rahimi A. Analytical simulation of grinding forces based on the micro-mechanisms of cutting between grain-workpiece. Int J Adv Manuf Technol, 2022, 119: 4781-4801

[95]

Jiang JL, Ge PQ, Hong J. Study on micro-interacting mechanism modeling in grinding process and ground surface roughness prediction. Int J Adv Manuf Technol, 2013, 67: 1035-1052

[96]

Li HN, Axinte D. On a stochastically grain-discretised model for 2D/3D temperature mapping prediction in grinding. Int J Mach Tools Manuf, 2017, 116: 60-76

[97]

Liu YM, Warkentin A, Bauer Ret al.. Investigation of different grain shapes and dressing to predict surface roughness in grinding using kinematic simulations. Precis Eng-J Int Soc Precis Eng Nanotechnol, 2013, 37: 758-764

[98]

Wang DX, Sun SF, Jiang JLet al.. From the grain/workpiece interaction to the coupled thermal-mechanical residual stresses: an integrated modeling for controlled stress grinding of bearing ring raceway. Int J Adv Manuf Technol, 2019, 101: 475-499

[99]

Wang S, Li CH, Zhang DKet al.. Modeling the operation of a common grinding wheel with nanoparticle jet flow minimal quantity lubrication. Int J Adv Manuf Technol, 2014, 74: 835-850

[100]

Sun Y, Su ZP, Gong YDet al.. An experimental and numerical study of micro-grinding force and performance of sapphire using novel structured micro abrasive tool. Int J Mech Sci, 2020, 181: 105741

[101]

Zhang XH, Kang ZX, Li Set al.. Grinding force modelling for ductile-brittle transition in laser macro-micro-structured grinding of zirconia ceramics. Ceram Int, 2019, 45: 18487-18500

[102]

Zhang YB, Li CH, Ji HJet al.. Analysis of grinding mechanics and improved predictive force model based on material-removal and plastic-stacking mechanisms. Int J Mach Tools Manuf, 2017, 122: 81-97

[103]

Gao T, Li CH, Zhang YBet al.. Mechanical behavior of material removal and predictive force model for CFRP grinding using nano reinforced biological lubricant. J Mech Eng, 2023, 59: 325-342

[104]

Xiao HP, Yin SX, Wang HRet al.. Models of grinding-induced surface and subsurface damages in fused silica considering strain rate and micro shape/geometry of abrasive. Ceram Int, 2021, 47: 24924-24941

[105]

Li C, Li XL, Wu YQet al.. Deformation mechanism and force modelling of the grinding of YAG single crystals. Int J Mach Tools Manuf, 2019, 143: 23-37

[106]

Zheng ZD, Huang K, Lin CTet al.. An analytical force and energy model for ductile-brittle transition in ultra-precision grinding of brittle materials. Int J Mech Sci, 2022, 220: 107107

[107]

Sun JA, Li CH, Zhou ZMet al.. Material removal mechanism and force modeling in ultrasonic vibration-assisted micro-grinding biological bone. Chin J Mech Eng, 2023, 36: 129

[108]

Xiao XZ, Zheng K, Liao WHet al.. Study on cutting force model in ultrasonic vibration assisted side grinding of zirconia ceramics. Int J Mach Tools Manuf, 2016, 104: 58-67

[109]

Wang XZ, Yu TB, Dai YXet al.. Kinematics modeling and simulating of grinding surface topography considering machining parameters and vibration characteristics. Int J Adv Manuf Technol, 2016, 87: 2459-2470

[110]

Liu MZ, Li CH, Zhang YBet al.. Analysis of grain tribology and improved grinding temperature model based on discrete heat source. Tribol Int, 2023, 180: 108196

[111]

Liu MZ, Li CH, Zhang YBet al.. Analysis of grinding mechanics and improved grinding force model based on randomized grain geometric characteristics. Chin J Aeronaut, 2023, 36: 160-193

[112]

Liu W, Deng ZH, Shang YYet al.. Parametric evaluation and three-dimensional modelling for surface topography of grinding wheel. Int J Mech Sci, 2019, 155: 334-342

[113]

Chen H, Yu TB, Dong JLet al.. Kinematic simulation of surface grinding process with random cBN grain model. Int J Adv Manuf Technol, 2019, 100: 2725-2739

[114]

Ma ZL, Wang QH, Chen Het al.. A grinding force predictive model and experimental validation for the laser-assisted grinding (LAG) process of zirconia ceramic. J Mater Process Technol, 2022, 302: 117492

[115]

Meng QY, Guo B, Wu GCet al.. Dynamic force modeling and mechanics analysis of precision grinding with microstructured wheels. J Mater Process Technol, 2023, 314: 117900

[116]

Sun Y, Su ZP, Jin LYet al.. Modelling and analysis of micro-grinding surface generation of hard brittle material machined by micro abrasive tools with helical chip pocket. J Mater Process Technol, 2021, 297: 117242

[117]

Li HN, Yu TB, Zhu LDet al.. Modeling and simulation of grinding wheel by discrete element method and experimental validation. Int J Adv Manuf Technol, 2015, 81: 1921-1938

[118]

Koshy P, Jain V, Lal G. Stochastic simulation approach to modelling diamond wheel topography. Int J Mach Tools Manuf, 1997, 37: 751-761

[119]

Tamaki J, Kitagawa T. Evaluation of surface topography of metal-bonded diamond wheel utilizing three-dimensional profilometry. Int J Mach Tools Manuf, 1995, 10: 1339-1351

[120]

He Z, Li JY, Liu YMet al.. Single-grain cutting based modeling of abrasive belt wear in cylindrical grinding. Friction, 2020, 8: 208-220

[121]

Ding WF, Dai CW, Yu TYet al.. Grinding performance of textured monolayer CBN wheels: undeformed chip thickness nonuniformity modeling and ground surface topography prediction. Int J Mach Tools Manuf, 2017, 122: 66-80

[122]

Li H, Zou L, Wang WXet al.. Introducing abrasive wear into undeformed chip thickness modeling with improved grain kinematics in belt grinding. J Manuf Process, 2023, 108: 903-915

[123]

Zhang YZ, Fang CF, Huang GQet al.. Modeling and simulation of the distribution of undeformed chip thicknesses in surface grinding. Int J Mach Tools Manuf, 2018, 127: 14-27

[124]

Pahlitzsch G, Helmerdig H. Determination and significance of chip thickness in grinding. Workshop Technol, 1943, 12: 397-401

[125]

Malkin S, Cook N. The wear of grinding wheels: part 1—attritious wear. J Manuf Sci Eng-Trans ASME, 1971, 93: 1120-1128

[126]

Fu H, Jiang LP, Song QHet al.. Grinding surface roughness prediction for silicon nitride ceramics: A dynamic grinding force and frequency domain approach. Ceram Int, 2023, 49: 35239-35253

[127]

Wu CJ, Dong WJ, Zhu LJet al.. Modeling of grinding chip thickness distribution based on material removel mode in grinding of SiC ceramics. J Adv Mech Des Syst Manuf, 2020, 14: JAMDSM0018

[128]

Ma LJ, Gong YD, Chen XHet al.. Surface roughness model in experiment of grinding engineering glass-ceramics. Proc Inst Mech Eng Part B-J Eng Manuf, 2014, 228: 1563-1569

[129]

Mao C, Liang C, Zhang YCet al.. Grinding characteristics of cBN-WC-10Co composites. Ceram Int, 2017, 43: 16539-16547

[130]

Hwang T, Evans CJ, Whitenton EPet al.. High speed grinding of silicon nitride with electroplated diamond wheels, part 1: wear and wheel life. J Manuf Sci Eng, 2000, 122: 32-41

[131]

Gopal AV, Rao PV. A new chip-thickness model for performance assessment of silicon carbide grinding. Int J Adv Manuf Technol, 2004, 24: 816-820

[132]

Zhang Y, Wu T, Li Cet al.. Numerical simulations of grinding force and surface morphology during precision grinding of leucite glass ceramics. Int J Mech Sci, 2022, 231: 107562

[133]

Jamshidi H, Budak E. An analytical grinding force model based on individual grit interaction. J Mater Process Technol, 2020, 283: 15

[134]

Jamshidi H, Gurtan M, Budak E. Identification of active number of grits and its effects on mechanics and dynamics of abrasive processes. J Mater Process Technol, 2019, 273: 116239

[135]

Chen Y, Chen X, Xu XPet al.. Quantitative impacts of regenerative vibration and abrasive wheel eccentricity on surface grinding dynamic performance. Int J Adv Manuf Technol, 2018, 96: 2271-2283

[136]

Wu J, Cheng J, Gong YD. A study on material removal mechanism of ultramicro-grinding (UMG) considering tool parallel run-out and deflection. Int J Adv Manuf Technol, 2019, 103: 631-653

[137]

Basu S, Moseson A, Barsoum MW. On the determination of spherical nanoindentation stress/strain curves. J Mater Res, 2006, 21: 2628-2637

[138]

Lee SH. Analysis of ductile mode and brittle transition of AFM nanomachining of silicon. Int J Mach Tools Manuf, 2012, 61: 71-79

[139]

Huang H, Lawn BR, Cook RFet al.. Critique of materials-based models of ductile machining in brittle solids. J Am Ceram Soc, 2020, 103: 6096-6100

[140]

Chen M, Zhao Q, Dong Set al.. The critical conditions of brittle–ductile transition and the factors influencing the surface quality of brittle materials in ultra-precision grinding. J Mater Process Technol, 2005, 168: 75-82

[141]

Yang M, Li CH, Zhang YBet al.. Maximum undeformed equivalent chip thickness for ductile-brittle transition of zirconia ceramics under different lubrication conditions. Int J Mach Tools Manuf, 2017, 122: 55-65

[142]

Wang Y, Lin B, Wang SLet al.. Study on the system matching of ultrasonic vibration assisted grinding for hard and brittle materials processing. Int J Mach Tools Manuf, 2014, 77: 66-73

[143]

Ma LJ, Gong YD, Chen XH. Study on surface roughness model and surface forming mechanism of ceramics in quick point grinding. Int J Mach Tools Manuf, 2014, 77: 82-92

[144]

Wu CJ, Li BZ, Liang SY. A critical energy model for brittle-ductile transition in grinding considering wheel speed and chip thickness effects. Proc Inst Mech Eng Part B-J Eng Manuf, 2016, 230: 1372-1380

[145]

Zahedi A, Tawakoli T, Akbari J. Energy aspects and workpiece surface characteristics in ultrasonic-assisted cylindrical grinding of alumina-zirconia ceramics. Int J Mach Tools Manuf, 2015, 90: 16-28

[146]

Wang Y, Fu ZQ, Dong YHet al.. Research on surface generating model in ultrasonic vibration-assisted grinding. Int J Adv Manuf Technol, 2018, 96: 3429-3436

[147]

Xu HH, Jahanmir S, Ives LK. Effect of grinding on strength of tetragonal zirconia and zirconia-toughened alumina. Mach Sci Technol, 1997, 1: 49-66

[148]

Liu DF, Cong WL, Pei ZJet al.. A cutting force model for rotary ultrasonic machining of brittle materials. Int J Mach Tools Manuf, 2012, 52: 77-84

[149]

Li K, Liao W. Modelling of ceramic grinding processes part I. Number of cutting points and grinding forces per grit. J Mater Process Technol, 1997, 65: 1-10

[150]

Cai R, Qi HS, Cai GQ. Active cutting edges in vitrified CBN grinding wheels. Key Eng Mater, 2006, 304: 1-7

[151]

Hecker R, Ramoneda I, Liang S. Analysis of wheel topography and grit force for grinding process modeling. J Manuf Process, 2003, 5: 13-23

[152]

Cai R, Rowe W. Assessment of vitrified CBN wheels for precision grinding. Int J Mach Tools Manuf, 2004, 44: 1391-1402

[153]

Yu HY, Wang J, Lu YS. Modeling and analysis of dynamic cutting points density of the grinding wheel with an abrasive phyllotactic pattern. Int J Adv Manuf Technol, 2016, 86: 1933-1943

[154]

Wu CJ, Li BZ, Yang JGet al.. Prediction of grinding force for brittle materials considering co-existing of ductility and brittleness. Int J Adv Manuf Technol, 2016, 87: 1967-1975

[155]

Zhang JH, Li H, Zhang MLet al.. Study on force modeling considering size effect in ultrasonic-assisted micro-end grinding of silica glass and Al2O3 ceramic. Int J Adv Manuf Technol, 2017, 89: 1173-1192

[156]

Yang ZC, Zhu LD, Ni CBet al.. Investigation of surface topography formation mechanism based on abrasive-workpiece contact rate model in tangential ultrasonic vibration-assisted CBN grinding of ZrO2 ceramics. Int J Mech Sci, 2019, 155: 66-82

[157]

Peng Y, Liang Z, Wu Yet al.. Characteristics of chip generation by vertical elliptic ultrasonic vibration-assisted grinding of brittle materials. Int J Adv Manuf Technol, 2012, 62: 563-568

[158]

Ding AL, Wu Y, Liu YJ. Surface topography of fine-grained ZrO2 ceramic by two-dimensional ultrasonic vibration grinding. J Wuhan Univ Technol-Mater Sci Edit, 2011, 26: 1162-1165

[159]

Guo B, Zhao QL, Jackson MJ. Ultrasonic vibration-assisted grinding of micro-structured surfaces on silicon carbide ceramic materials. Proc Inst Mech Eng Part B-J Eng Manuf, 2012, 226: 553-559

[160]

Yang YY, Yang M, Li CHet al.. Machinability of ultrasonic vibration-assisted micro-grinding in biological bone using nanolubricant. Front Mech Eng, 2023, 18: 1

[161]

Azarhoushang B, Tawakoli T. Development of a novel ultrasonic unit for grinding of ceramic matrix composites. Int J Adv Manuf Technol, 2011, 57: 945-955

[162]

Jain AK, Pandey PM, Narasaiah Ket al.. Effect of tool design parameters study in micro rotary ultrasonic machining process. Int J Adv Manuf Technol, 2018, 98: 1267-1285

[163]

Kitzig-Frank H, Tawakoli T, Azarhoushang B. Material removal mechanism in ultrasonic-assisted grinding of Al2O3 by single-grain scratch test. Int J Adv Manuf Technol, 2017, 91: 2949-2962

[164]

Cao Y, Yin JF, Ding WFet al.. Alumina abrasive wheel wear in ultrasonic vibration-assisted creep-feed grinding of Inconel 718 nickel-based superalloy. J Mater Process Technol, 2021, 297: 117241

[165]

Qiu YT, Yin JF, Cao Yet al.. Generation mechanism modeling of surface topography in tangential ultrasonic vibration-assisted grinding with green silicon carbide abrasive wheel. Proc Inst Mech Eng Part B-J Eng Manuf, 2022, 236: 694-706

[166]

Cao JG, Wu YB, Lu Det al.. Material removal behavior in ultrasonic-assisted scratching of SiC ceramics with a single diamond tool. Int J Mach Tools Manuf, 2014, 79: 49-61

[167]

An QL, Yang J, Li JLet al.. A state-of-the-art review on the intelligent tool holders in machining. Intell Sustain Manuf, 2023, 1: 10002

[168]

Gu GQ, Wang DZ, Wu SJet al.. Research status and prospect of ultrasonic vibration and minimum quantity lubrication processing of nickel-based alloys. Intell Sustain Manuf, 2024, 1: 10006

[169]

Zhao B, Chang BQ, Wang XBet al.. System design and experimental research on ultrasonic assisted elliptical vibration grinding of Nano-ZrO2 ceramics. Ceram Int, 2019, 45: 24865-24877

[170]

Cheng QH, Dai CW, Miao Qet al.. Undeformed chip thickness with composite ultrasonic vibration-assisted face grinding of silicon carbide: modeling, computation and analysis. Precis Eng-J Int Soc Precis Eng Nanotechnol, 2024, 86: 48-65

[171]

Qin SQ, Zhu LD, Hao YPet al.. Theoretical and experimental investigations of surface generation induced by ultrasonic assisted grinding. Tribol Int, 2023, 179: 108120

[172]

Sun GY, Shi F, Zhao QLet al.. Material removal behaviour in axial ultrasonic assisted scratching of Zerodur and ULE with a Vickers indenter. Ceram Int, 2020, 46: 14613-14624

[173]

Qiao GC, Yi SC, Zheng Wet al.. Material removal behavior and crack-inhibiting effect in ultrasonic vibration-assisted scratching of silicon nitride ceramics. Ceram Int, 2022, 48: 4341-4351

[174]

Zhang K, Yin Z, Dai CWet al.. Material removal mechanism of SiC ceramics by elliptic ultrasonic vibration-assisted grinding (EUVAG) using single grain. Ceram Int, 2023, 49: 10041-10055

[175]

Cheng QH, Dai CW, Miao Qet al.. Axial and composite ultrasonic vibration-assisted face grinding of silicon carbide ceramics: grinding force and surface quality. Int J Adv Manuf Technol, 2023, 131: 2597-2614

[176]

Chen F, Bie WB, Wang XBet al.. Longitudinal-torsional coupled rotary ultrasonic machining of ZrO2 ceramics: an experimental study. Ceram Int, 2022, 48: 28154-28162

[177]

Dai CW, Yin Z, Wang Pet al.. Analysis on ground surface in ultrasonic face grinding of silicon carbide (SiC) ceramic with minor vibration amplitude. Ceram Int, 2021, 47: 21959-21968

[178]

Huang C, Zhou M, Zhang HJ. A cutting force prediction model in axial ultrasonic vibration end grinding for BK7 optical glass considering protrusion height of abrasive grits. Measurement, 2021, 180: 109512

[179]

Song XF, Yu YQ, Jing HBet al.. Edge damage prediction and analysis of ceramic restorations in ultrasonic-assisted dental grinding based on a multi-grit finite element model. J Manuf Process, 2023, 101: 1383-1395

[180]

Zheng G, Deng Y, Cai JZet al.. Study on cutting performance of ceramic rock slab machined by rotating ultrasonic vibration. Int J Adv Manuf Technol, 2022, 123: 3901-3915

[181]

Li HB, Chen T, Duan ZYet al.. Analytical and experimental study on the surface generation mechanism in two-dimensional ultrasonic-assisted grinding of silicon carbide. Int J Adv Manuf Technol, 2023, 124: 363-382

[182]

Xu HL, Yin Z, Miao Qet al.. Longitudinal-torsional compound ultrasonic vibration end grinding sapphire: a study on surface topography and roughness. Mater Sci Semicond Process, 2024, 171: 107990

[183]

Yang F, Pan YF, Li Jet al.. Simulation analysis of grinding force in longitudinal-torsional ultrasonic grinding of zirconia ceramics. Mach Tool Hydraul, 2022, 50: 155-161

[184]

Li C, Zhang FH, Meng BBet al.. Material removal mechanism and grinding force modelling of ultrasonic vibration assisted grinding for SiC ceramics. Ceram Int, 2017, 43: 2981-2993

[185]

Yang ZC, Zhu LD, Lin Bet al.. The grinding force modeling and experimental study of ZrO2 ceramic materials in ultrasonic vibration assisted grinding. Ceram Int, 2019, 45: 8873-8889

[186]

Bie WB, Chen F, Zhao Bet al.. A mechanical model of cutting force in end surface grinding of zirconia ceramics using rotary ultrasonic machining with longitudinal-torsional coupled vibration. Int J Adv Manuf Technol, 2023, 127: 651-664

[187]

Meng H, Zheng K, Xiao XZet al.. Investigation on feed direction cutting force in ultrasonic vibration-assisted grinding of dental ceramics. Proc Inst Mech Eng Part C-J Eng Mech Eng Sci, 2017, 231: 3493-3503

[188]

Zhao ML, Xue BX, Li BHet al.. Modeling of grinding force in longitudinal ultrasonic vibration-assisted grinding alumina ceramics and experimental evaluation. Int J Adv Manuf Technol, 2023, 131: 2325-2339

[189]

Baraheni M, Amini S. Mathematical model to predict cutting force in rotary ultrasonic assisted end grinding of Si3N4 considering both ductile and brittle deformation. Meas, 2020, 156: 107586

[190]

Liu S, Ding K, Su HHet al.. A mathematical prediction model of the grinding force in ultrasonic-assisted grinding of ZrO2 ceramics with experimental validation. J Mater Eng Perform, 2023, 33: 4579-4593

[191]

Kang RK, Liu JT, Dong ZGet al.. An improved cutting force model for ultrasonically assisted grinding of hard and brittle materials. Appl Sci-Basel, 2021, 11: 3888

[192]

Wang H, Hu YB, Cong WLet al.. A mechanistic model on feeding-directional cutting force in surface grinding of CFRP composites using rotary ultrasonic machining with horizontal ultrasonic vibration. Int J Mech Sci, 2019, 155: 450-460

[193]

Wang H, Pei ZJ, Cong WL. A feeding-directional cutting force model for end surface grinding of CFRP composites using rotary ultrasonic machining with elliptical ultrasonic vibration. Int J Mach Tools Manuf, 2020, 152: 103540

[194]

Li HB, Chen T, Duan ZYet al.. A grinding force model in two-dimensional ultrasonic-assisted grinding of silicon carbide. J Mater Process Technol, 2022, 304: 117568

[195]

Sun GY, Zhao LL, Ma Zet al.. Force prediction model considering material removal mechanism for axial ultrasonic vibration-assisted peripheral grinding of Zerodur. Int J Adv Manuf Technol, 2018, 98: 2775-2789

[196]

Azarhoushang B, Soltani B, Zahedi A. Laser-assisted grinding of silicon nitride by picosecond laser. Int J Adv Manuf Technol, 2017, 93: 2517-2529

[197]

Xu S, Yao ZQ, Cai HYet al.. An experimental investigation of grinding force and energy in laser thermal shock-assisted grinding of zirconia ceramics. Int J Adv Manuf Technol, 2017, 91: 3299-3306

[198]

Wu CJ, Zhang TY, Guo WCet al.. Laser-assisted grinding of silicon nitride ceramics: micro-groove preparation and removal mechanism. Ceram Int, 2022, 48: 32366-32379

[199]

Azarhoushang B, Soltani B, Daneshi A. Study of the effects of laser micro structuring on grinding of silicon nitride ceramics. CIRP Ann-Manuf Technol, 2018, 67: 329-332

[200]

Ma ZL, Wang QH, Dong JLet al.. Experimental investigation and numerical analysis for machinability of alumina ceramic by laser-assisted grinding. Precis Eng-J Int Soc Precis Eng Nanotechnol, 2021, 72: 798-806

[201]

Rao XS, Zhang FH, Luo XCet al.. Material removal mode and friction behaviour of RB-SiC ceramics during scratching at elevated temperatures. J Eur Ceram Soc, 2019, 39: 3534-3545

[202]

Li ZP, Zhang FH, Luo XCet al.. Material removal mechanism of laser-assisted grinding of RB-SiC ceramics and process optimization. J Eur Ceram Soc, 2019, 39: 705-717

[203]

Cheng J, Gong YD. Experimental study of surface generation and force modeling in micro-grinding of single crystal silicon considering crystallographic effects. Int J Mach Tools Manuf, 2014, 77: 1-15

[204]

Cheng J, Yin GQ, Wen Qet al.. Study on grinding force modelling and ductile regime propelling technology in micro drill-grinding of hard-brittle materials. J Mater Process Technol, 2015, 223: 150-163

[205]

Yang X, Qiu ZJ, Wang YG. Investigation of material flow behaviour and chip formation mechanism during grinding of glass-ceramics by nanoscratch. Ceram Int, 2019, 45: 15954-15963

[206]

Li C, Piao YC, Zhang FHet al.. Understand anisotropy dependence of damage evolution and material removal during nanoscratch of MgF2 single crystals. Int J Extreme Manuf, 2023, 5: 015101

[207]

Wang JJ, Zhang CL, Feng PFet al.. A model for prediction of subsurface damage in rotary ultrasonic face milling of optical K9 glass. Int J Adv Manuf Technol, 2016, 83: 347-355

[208]

Lawn BR, Swain M. Microfracture beneath point indentations in brittle solids. J Mater Sci, 1975, 10: 113-122

[209]

Wang W, Wang ZX, Yao Pet al.. Ductile-brittle transition mechanisms of amorphous glass subjected to taper grinding experiment. Ceram Int, 2021, 47: 1844-1854

[210]

Lambropoulos JC, Jacobs SD, Ruckman J. Material removal mechanisms from grinding to polishing. Ceram Trans, 1999, 102: 113-128

[211]

Baraheni M, Amini S. Predicting subsurface damage in silicon nitride ceramics subjected to rotary ultrasonic assisted face grinding. Ceram Int, 2019, 45: 10086-10096

[212]

Yin JF, Bai Q, Goel Set al.. An analytical model to predict the depth of sub-surface damage for grinding of brittle materials. CIRP J Manuf Sci Technol, 2021, 33: 454-464

[213]

Li P, Chen SY, Xiao Het al.. Effects of local strain rate and temperature on the workpiece subsurface damage in grinding of optical glass. Int J Mech Sci, 2020, 182: 105737

[214]

Qu MN, Jin T, Xie GZet al.. Thermal damage control for dry grinding of MgO/CeO2 glass ceramic. Int J Adv Manuf Technol, 2019, 105: 3387-3396

[215]

Zhao B, Huang Q, Cao Yet al.. Thermal analysis of ultrasonic vibration-assisted grinding with moment-triangle heat sources. Int J Heat Mass Transf, 2023, 216: 124552

[216]

Li C, Zhang FH, Wu YQet al.. Influence of strain rate effect on material removal and deformation mechanism based on ductile nanoscratch tests of Lu2O3 single crystal. Ceram Int, 2018, 44: 21486-21498

[217]

Yang M, Li CH, Said Zet al.. Semiempirical heat flux model of hard-brittle bone material in ductile microgrinding. J Manuf Process, 2021, 71: 501-514

[218]

Wan LL, Li L, Deng ZHet al.. Thermal-mechanical coupling simulation and experimental research on the grinding of zirconia ceramics. J Manuf Process, 2019, 47: 41-51

[219]

Zheng K, Liao WH, Sun LJet al.. Investigation on grinding temperature in ultrasonic vibration-assisted grinding of zirconia ceramics. Mach Sci Technol, 2019, 23: 612-628

[220]

Li J, Wang XL, Shen NYet al.. Modeling of acoustic emission based on the experimental and theoretical methods and its application in face grinding. Int J Adv Manuf Technol, 2018, 98: 2335-2346

[221]

Wang S, Sun GY, Zhao QLet al.. Monitoring of ductile-brittle transition mechanisms in sapphire ultra-precision grinding used small grit size grinding wheel through force and acoustic emission signals. Measurement, 2023, 210: 112557

[222]

Chen M, Zhang Y, Liu Bet al.. Design of intelligent and sustainable manufacturing production line for automobile wheel hub. Intell Sustain Manuf, 2024, 1: 10003

[223]

Hu SG, Li CH, Li BKet al.. Digital twins enabling intelligent manufacturing: from methodology to application. Intell Sustain Manuf, 2024, 1: 10007

[224]

Li Y, Liu YH, Wang JLet al.. Real-time monitoring of silica ceramic composites grinding surface roughness based on signal spectrum analysis. Ceram Int, 2022, 48: 7204-7217

[225]

Li Y, Liu YH, Tian YBet al.. Application of improved fireworks algorithm in grinding surface roughness online monitoring. J Manuf Process, 2022, 74: 400-412

[226]

Yin GQ, Guan YY, Wang JHet al.. Multi-information fusion recognition model and experimental study of grinding wheel wear status. Int J Adv Manuf Technol, 2022, 121: 3477-3498

[227]

Li G, Bao Y, Wang Het al.. An online monitoring methodology for grinding state identification based on real-time signal of CNC grinding machine. Mech Syst Signal Proc, 2023, 200: 110540

[228]

Zhao XW, Lu H, Yu WFet al.. Robotic grinding process monitoring by vibration signal based on LSTM method. IEEE Trans Instrum Meas, 2022, 71: 4009110

[229]

Li CH. Thermodynamic mechanism of MQL grinding with nano bio-lubricant, 2023, Berlin, Springer

Funding

National Natural Science Foundation of China(52375447)

Natural Science Foundation of Shandong Province(ZR2022QE028)

Science and Technology SMEs Innovation Capacity Improvement Project of Shandong Province(2022TSGC1115)

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