Effect of particle size distribution on the packing of powder beds: A critical discussion relevant to additive manufacturing
Tài liệu tham khảo
Saltzman, 2018, Design and evaluation of an additively manufactured aircraft heat exchanger, Appl. Therm. Eng., 138, 254, 10.1016/j.applthermaleng.2018.04.032
Huang, 2016, Energy and emissions saving potential of additive manufacturing: the case of lightweight aircraft components, J. Clean. Prod., 135, 1559, 10.1016/j.jclepro.2015.04.109
Fateri, 2018, Feasibility study on additive manufacturing of recyclable objects for space applications, Addit. Manuf.
Gill, 2017, On the development of Antenna feed array for space applications by additive manufacturing technique, Addit. Manuf., 17, 39
Javaid, 2017, Additive manufacturing applications in medical cases: a literature based review, Alexandria J. Med.
Schwarzer, 2018, Process development for additive manufacturing of functionally graded alumina toughened zirconia components intended for medical implant application, J. Eur. Ceram. Soc.
Zeltmann, 2016, Manufacturing and security challenges in 3D printing, JOM, 68, 1872, 10.1007/s11837-016-1937-7
ISO/ASTM 52900, 2015
Mostafaei, 2019, Effect of powder size distribution on densification and microstructural evolution of binder-jet 3D-printed alloy 625, Mater. Des., 162, 375, 10.1016/j.matdes.2018.11.051
Lee, 2018, Dynamic simulation of powder packing structure for powder bed additive manufacturing, Int. J. Adv. Manuf. Technol., 96, 1507, 10.1007/s00170-018-1697-3
Leung, 2018, In situ X-ray imaging of defect and molten pool dynamics in laser additive manufacturing, Nat. Commun., 9, 1355, 10.1038/s41467-018-03734-7
Ahsan, 2011, Microcomputed tomography analysis of intralayer porosity generation in laser direct metal deposition and its causes, J. Laser Appl., 23, 10.2351/1.3582311
Song, 2020, The relationship between convection mechanism and solidification structure of the iron-based molten pool in metal laser direct deposition, Int. J. Mech. Sci., 165, 10.1016/j.ijmecsci.2019.105207
Sidambe, 2019, Effect of processing parameters on the densification, microstructure and crystallographic texture during the laser powder bed fusion of pure tungsten, Int. J. Refract. Metals Hard Mater., 78, 254, 10.1016/j.ijrmhm.2018.10.004
Delgado, 2012, Influence of process parameters on part quality and mechanical properties for DMLS and SLM with iron-based materials, Int. J. Adv. Manuf. Technol., 60, 601, 10.1007/s00170-011-3643-5
Fox, 2016, Effect of process parameters on the surface roughness of overhanging structures in laser powder bed fusion additive manufacturing, Procedia Cirp, 45, 131, 10.1016/j.procir.2016.02.347
Hojjatzadeh, 2019, Pore elimination mechanisms during 3D printing of metals, Nat. Commun., 10, 3088, 10.1038/s41467-019-10973-9
Olatunde Olakanmi, 2012, Laser sintering of blended Al‐Si powders, Rapid Prototyp. J., 18, 109, 10.1108/13552541211212096
Meier, 2019, Critical influences of particle size and adhesion on the powder layer uniformity in metal additive manufacturing, J. Mater. Process. Technol., 266, 484, 10.1016/j.jmatprotec.2018.10.037
Wei, 2019, Fundamentals of radiation heat transfer in AlSi10Mg powder bed during selective laser melting, Rapid Prototyp. J., 25, 1506, 10.1108/RPJ-11-2016-0189
Marrey, 2019, A framework for optimizing process parameters in powder bed fusion (PBF) process using artificial neural network (ANN), Procedia Manuf., 34, 505, 10.1016/j.promfg.2019.06.214
Masuo, 2018, Influence of defects, surface roughness and HIP on the fatigue strength of Ti-6Al-4V manufactured by additive manufacturing, Int. J. Fatigue, 117, 163, 10.1016/j.ijfatigue.2018.07.020
Chen, 2019, Effect of hot isostatic pressing (HIP) on microstructure and mechanical properties of Ti6Al4V alloy fabricated by cold spray additive manufacturing, Addit. Manuf., 27, 595
Kumar, 2017, Effects of hot isostatic pressing on copper parts fabricated via binder jetting, Procedia Manuf., 10, 935, 10.1016/j.promfg.2017.07.084
Tan Phuc, 2019, A high-resolution and large field-of-view scanner for in-line characterization of powder bed defects during additive manufacturing, Mater. Des., 164, 10.1016/j.matdes.2018.107562
Wei, 2018, Thermal conductivity of metal powders for powder bed additive manufacturing, Addit. Manuf., 21, 201
Gusarov, 2009, Model of thermal conductivity in powder beds, Phys. Rev. B, 80, 10.1103/PhysRevB.80.024202
Polesek-Karczewska, 2003, Effective thermal conductivity of packed beds of spheres in transient heat transfer, Heat Mass Transf., 39, 375, 10.1007/s00231-002-0343-6
Zhang, 2019, On thermal properties of metallic powder in laser powder bed fusion additive manufacturing, J. Manuf. Process., 47, 382, 10.1016/j.jmapro.2019.09.012
Yang, 2017
2012
Gibson, 2015
Ngo, 2018, Additive manufacturing (3D printing): a review of materials, methods, applications and challenges, Compos. Part B Eng., 143, 172, 10.1016/j.compositesb.2018.02.012
Singh, 2017, Material issues in additive manufacturing: a review, J. Manuf. Process., 25, 185, 10.1016/j.jmapro.2016.11.006
Li, 2018, Progress in additive manufacturing on new materials: a review, J. Mater. Sci. Technol.
Parandoush, 2017, A review on additive manufacturing of polymer-fiber composites, Compos. Struct., 182, 36, 10.1016/j.compstruct.2017.08.088
Ajibola, 2015, Effects of moulding sand permeability and pouring temperatures on properties of cast 6061 aluminium alloy, Int. J. Met., 2015, 13
Ahmad, 2014, Phase separation of fluids in porous media: a molecular dynamics study, Phys. Rev. E, 90, 10.1103/PhysRevE.90.040302
Herzig, 1970, Flow of suspensions through porous media—application to deep filtration, Ind. Eng. Chem., 62, 8, 10.1021/ie50725a003
Pavel, 2004, An experimental and numerical study on heat transfer enhancement for gas heat exchangers fitted with porous media, Int. J. Heat Mass Transf., 47, 4939, 10.1016/j.ijheatmasstransfer.2004.06.014
Sander, 2009, Porous magnesium aluminometasilicate tablets as carrier of a cyclosporine self-emulsifying formulation, AAPS PharmSciTech, 10, 1388, 10.1208/s12249-009-9340-0
Klinzing, 2016, A simplified model of moisture transport in hydrophilic porous media with applications to pharmaceutical tablets, J. Pharm. Science, 105, 2410, 10.1016/j.xphs.2016.05.030
Allard, 1993, Acoustic impedance at Normal incidence of fluids, and highly porous materials, 16
Gupta, 2004, Compression properties of syntactic foams: effect of cenosphere radius ratio and specimen aspect ratio, Compos. Part A Appl. Sci. Manuf., 35, 103, 10.1016/j.compositesa.2003.08.001
Koutný, 2016, Modelling of packing density for particle composites design, Procedia Eng., 151, 198, 10.1016/j.proeng.2016.07.386
Zhang, 1994, Mechanical selection of foams and honeycombs used for packaging and energy absorption, J. Mater. Sci., 29, 157, 10.1007/BF00356587
Nield, 1992, Mass transfer in a porous medium: multicomponent and multiphase flows, 29
Torquato, 2000, Is random close packing of spheres well defined?, Phys. Rev. Lett., 84, 2064, 10.1103/PhysRevLett.84.2064
Vaucher, 2003, Selective laser sintering of aluminium- and titanium-based composites: processing and characterisation, Phys. Status Solidi, 199, R11, 10.1002/pssa.200309014
Lin, 2014, Single-layer graphene oxide reinforced metal matrix composites by laser sintering: microstructure and mechanical property enhancement, Acta Mater., 80, 183, 10.1016/j.actamat.2014.07.038
Gu, 2015, Particle-reinforced Cu matrix composites by direct metal laser sintering (DMLS) additive manufacturing (AM): interface design, material optimization, and process control, 223
Han, 2017, Macro and nanoscale wear behaviour of Al-Al2O3 nanocomposites fabricated by selective laser melting, Compos. Part B Eng., 127, 26, 10.1016/j.compositesb.2017.06.026
Xiong, 2013, Study on dual binders for fabricating SiC particulate preforms using selective laser sintering, Compos. Part B Eng., 48, 129, 10.1016/j.compositesb.2012.09.092
McGeary, 1961, Mechanical packing of spherical particles, J. Am. Ceram. Soc., 44, 513, 10.1111/j.1151-2916.1961.tb13716.x
Bernal, 1960, Packing of spheres: co-ordination of randomly packed spheres, Nature, 188, 910, 10.1038/188910a0
Song, 2008, A phase diagram for jammed matter, Nature, 453, 629, 10.1038/nature06981
ASTM, 2016
ASTM, 2011
Scott, 1969, The density of random close packing of spheres, J. Phys. D Appl. Phys., 2, 863, 10.1088/0022-3727/2/6/311
German, 1989
Benenati, 1962, Void fraction distribution in beds of spheres, Aiche J., 8, 359, 10.1002/aic.690080319
De Klerk, 2003, Voidage variation in packed beds at small column to particle diameter ratio, Aiche J., 49, 2022, 10.1002/aic.690490812
Graton, 1935, Systematic packing of spheres: with particular relation to porosity and permeability, J. Geol., 43, 785, 10.1086/624386
Yu, 1988, An analytical—parametric theory of the random packing of particles, Powder Technol., 55, 171, 10.1016/0032-5910(88)80101-3
Kansal, 2002, Diversity of order and densities in jammed hard-particle packings, Phys. Rev. E, 66, 10.1103/PhysRevE.66.041109
Hopkins, 2013, Disordered strictly jammed binary sphere packings attain an anomalously large range of densities, Phys. Rev. E, 88, 10.1103/PhysRevE.88.022205
Poslinski, 1988, Rheological behavior of filled polymeric systems II. The effect of a bimodal size distribution of particulates, J. Rheol., 32, 751, 10.1122/1.549991
Spangenberg, 2014, Viscosity of bimodal suspensions with hard spherical particles, J. Appl. Phys., 116, 10.1063/1.4901463
Bae, 2019, Concentrated suspension-based additive manufacturing – viscosity, packing density, and segregation, J. Eur. Ceram. Soc., 39, 4299, 10.1016/j.jeurceramsoc.2019.05.034
Fedors, 1979, An empirical method of estimating the void fraction in mixtures of uniform particles of different size, Powder Technol., 23, 225, 10.1016/0032-5910(79)87011-4
Furnas, 1931, Grading aggregates-I.-Mathematical relations for beds of broken solids of maximum density, Ind. Eng. Chem., 23, 1052, 10.1021/ie50261a017
Westman, 1930, The packing of particles, J. Am. Ceram. Soc., 13, 767, 10.1111/j.1151-2916.1930.tb16222.x
Westman, 1936, The packing of particles: empirical equations for intermediate diameter ratios, J. Am. Ceram. Soc., 19, 127, 10.1111/j.1151-2916.1936.tb19809.x
Yu, 1987, Porosity calculations of multi-component mixtures of spherical particles, Powder Technol., 52, 233, 10.1016/0032-5910(87)80110-9
Ridgway, 1968, Voidage fluctuations in randomly-packed beds of spheres adjacent to a containing wall, Chem. Eng. Sci., 23, 1147, 10.1016/0009-2509(68)87099-X
Ridgway, 1966, Radial voidage variation in randomly-packed beds of spheres of different sizes, J. Pharm. Pharmacol., 18, 168S
Scheffé, 1958, Experiments with mixtures, J. R. Stat. Soc. Ser. B, 344
Jeschar, 1975, Blast furnace aerodynamics
Eshel, 2004, Critical evaluation of the use of laser diffraction for particle-size distribution analysis, Soil Sci. Soc. Am. J., 68, 736, 10.2136/sssaj2004.7360
Wang, 2006, Laser-based planar imaging of nano-particle fluidization: part II—mechanistic analysis of nanoparticle aggregation, Chem. Eng. Sci., 61, 8040, 10.1016/j.ces.2006.09.046
Sohn, 1968, The effect of particle size distribution on packing density, Can. J. Chem. Eng., 46, 162, 10.1002/cjce.5450460305
Santos, 2014, Simple effective rule to estimate the jamming packing fraction of polydisperse hard spheres, Phys. Rev. E, 89, 10.1103/PhysRevE.89.040302
Desmond, 2014, Influence of particle size distribution on random close packing of spheres, Phys. Rev. E, 90, 10.1103/PhysRevE.90.022204
Yu, 1996, Modifying the linear packing model for predicting the porosity of nonspherical particle mixtures, Ind. Eng. Chem. Res., 35, 3730, 10.1021/ie950616a
Yu, 1993, Characterisation of non-spherical particles from their packing behaviour, Powder Technol., 74, 205, 10.1016/0032-5910(93)85029-9
Yu, 1997, On the modelling of the packing of fine particles, Powder Technol., 92, 185, 10.1016/S0032-5910(97)03219-1
Williams, 2003, Random packings of spheres and spherocylinders simulated by mechanical contraction, Phys. Rev. E, 67, 10.1103/PhysRevE.67.051301
Marek, 2016, A study of geometrical structure of packed beds using flow simulation with the immersed boundary method, J. Phys. Conf. Ser., 760
Lanfrey, 2010, Tortuosity model for fixed beds randomly packed with identical particles, Chem. Eng. Sci., 65, 1891, 10.1016/j.ces.2009.11.011
Donev, 2004, Improving the density of jammed disordered packings using ellipsoids, Science, 303, 990, 10.1126/science.1093010
Zhou, 2011, Dynamic simulation of the packing of Ellipsoidal Particles, Ind. Eng. Chem. Res., 50, 9787, 10.1021/ie200862n
Gan, 2016, Particle scale study of heat transfer in packed and fluidized beds of ellipsoidal particles, Chem. Eng. Sci., 144, 201, 10.1016/j.ces.2016.01.041
Wouterse, 2007, Effect of particle shape on the density and microstructure of random packings, J. Phys. Condens. Matter, 19, 10.1088/0953-8984/19/40/406215
Kou, 2019, DEM simulation of cubical particle percolation in a packed bed, Powder Technol.
Dolamore, 2018, Modelling ordered packed beds of spheres: the importance of bed orientation and the influence of tortuosity on dispersion, J. Chromatogr. A, 1532, 150, 10.1016/j.chroma.2017.12.004
Meng, 2017, Thermal resistance between amorphous silica nanoparticles, J. Appl. Phys., 121, 10.1063/1.4983753
Cersonsky, 2018, Relevance of packing to colloidal self-assembly, Proc. Natl. Acad. Sci., 115, 1439, 10.1073/pnas.1720139115
Mutsers, 1977, The effect of interparticle forces on the expansion of a homogeneous gas-fluidized bed, Powder Technol., 18, 239, 10.1016/0032-5910(77)80014-4
Yen, 1992, A dynamic simulation of particle rearrangement in powder packings with realistic interactions, J. Appl. Phys., 71, 3164, 10.1063/1.350958
Wischeropp, 2019, Measurement of actual powder layer height and packing density in a single layer in selective laser melting, Addit. Manuf., 28, 176
Mindt, 2016, Powder bed layer characteristics: the overseen first-order process input, Metall. Mater. Trans. A, 47, 3811, 10.1007/s11661-016-3470-2
Gorji, 2019, Recyclability of stainless steel (316 L) powder within the additive manufacturing process, Materialia, 8, 10.1016/j.mtla.2019.100489
Gorji, 2019, XPS, XRD, and SEM characterization of the virgin and recycled metallic powders for 3D printing applications, IOP Conf. Series: Materials Science and Engineering, 591
Carroll, 2006
Seyda, 2012, Investigation of aging processes of Ti-6Al-4 V powder material in laser melting, Phys. Procedia, 39, 425, 10.1016/j.phpro.2012.10.057
Dawes, 2015, Introduction to the additive manufacturing powder metallurgy supply chain, Johnson Matthey Technol. Rev., 59, 243, 10.1595/205651315X688686
Niu, 1999, Selective laser sintering of gas and water atomized high speed steel powders, Scr. Mater., 41, 25, 10.1016/S1359-6462(99)00089-5
Manfredi, 2013, From powders to dense metal parts: characterization of a commercial AlSiMg alloy processed through direct metal laser sintering, Materials, 6, 856, 10.3390/ma6030856
Ogihara, 2017, Production and characterization of silver powder created using high-pressure water atomization, J. Ceram. Soc. Jpn., 125, 19, 10.2109/jcersj2.16204
Simchi, 2004, The role of particle size on the laser sintering of iron powder, Metall. Mater. Trans. B, 35, 937, 10.1007/s11663-004-0088-3
Spierings, 2009, Comparison of density of stainless steel 316L parts produced with selective laser melting using different powder grades
Parab, 2019, Real time observation of binder jetting printing process using high-speed X-ray imaging, Sci. Rep., 9, 2499, 10.1038/s41598-019-38862-7
Lores, 2019, A review on recent developments in binder jetting metal additive manufacturing: materials and process characteristics, Powder Metall., 62, 267, 10.1080/00325899.2019.1669299
Miyanaji, 2019, Effect of powder characteristics on parts fabricated via binder jetting process, Rapid Prototyp. J., 25, 332, 10.1108/RPJ-03-2018-0069
Simchi, 2006, Direct laser sintering of metal powders: mechanism, kinetics and microstructural features, Mater. Sci. Eng. A, 428, 148, 10.1016/j.msea.2006.04.117
Liu, 2011, Investigation the effect of particle size distribution on processing parameters optimisation in selective laser melting process, Additive Manufacturing Research Group, Loughborough University
Spierings, 2011, Influence of the particle size distribution on surface quality and mechanical properties in AM steel parts, Rapid Prototyp. J., 195, 10.1108/13552541111124770
Zhang, 2019, Numerical simulation in the absorption behavior of Ti6Al4V powder materials to laser energy during SLM, J. Mater. Process. Technol., 268, 25, 10.1016/j.jmatprotec.2019.01.002
Boley, 2015, Calculation of laser absorption by metal powders in additive manufacturing, Appl. Opt., 54, 2477, 10.1364/AO.54.002477
Boley, 2016, Metal powder absorptivity: modeling and experiment, Appl. Opt., 55, 6496, 10.1364/AO.55.006496
Dai, 2019, Dynamics calibration of particle sandpile packing characteristics via discrete element method, Powder Technol., 347, 220, 10.1016/j.powtec.2019.03.008
Chen, 2019, Powder-spreading mechanisms in powder-bed-based additive manufacturing: experiments and computational modeling, Acta Mater., 179, 158, 10.1016/j.actamat.2019.08.030