Towards a theoretical understanding of dustiness

While there are plenty of experimental studies pertaining to the dust generation from and dustiness of powders, few of them aim at reaching a theoretical understanding of the phenomena. In the present article, the literature on dustiness has been systematically reviewed with respect to its contribution to a better comprehension of the processes involved. The majority of industrial raw materials exist in the form of dry powders. Due to the complex interplay of multiple parameters, a theoretical understanding of dust generation processes is not trivial and presently relies on experimental studies using bench top testers called dustiness testers. Given the existence of several reviews about dustiness testers, the present review is limited to the presentation of the drop test and the rotating drum and a relatively new tester, the vortex shaker. The vortex shaker uses mechanical agitation (‘shaking’) of a small bulk solid sample to generate dust particles. Parametric studies related to sample mass, particle size and particle size distribution, moisture content, bulk density, particle shape, temporal evolution, angle of repose, and cohesion were reviewed. Approaches to modelling dustiness have been systematically reviewed. The simplest and most straightforward one consists of defining the dust emission as a result of empirical terms describing the ratio between the cohesion and separation forces. Good results could be reached through that approach but its simplistic assumptions may limit its validity to narrow ranges of conditions the parameters must be adapted to. To reach a more systematic understanding, numerical modelling methods such as computational fluid dynamics and discrete element method must be considered. Their combined use along with population balance modelling is currently the most complete approach but it is computationally very demanding. In order to make progress in theoretical dustiness studies, both the simplified and the numerical modelling approaches should be followed.

[1]  Haim Kalman,et al.  Handbook of conveying and handling of particulate solids , 2001 .

[2]  Benny E. Raahauge,et al.  Precipitation, classification, and seed filtration , 2016 .

[3]  C. Kloss,et al.  Models, algorithms and validation for opensource DEM and CFD-DEM , 2012 .

[4]  T. Schneider,et al.  A gas fluidization dustiness tester , 1996 .

[5]  L. Morawska,et al.  A review of dispersion modelling and its application to the dispersion of particles : An overview of different dispersion models available , 2006 .

[6]  Kurt Liffman,et al.  Use of discrete element method simulation in studying fluidization characteristics: influence of interparticle force , 2001 .

[7]  Ian M. Hutchings,et al.  Mechanisms of wear in powder technology: A review , 1993 .

[8]  C. Macosko,et al.  A simple confined impingement jets mixer for flash nanoprecipitation. , 2012, Journal of pharmaceutical sciences.

[9]  Judith C. Chow,et al.  A laboratory resuspension chamber to measure fugitive dust size distributions and chemical compositions , 1994 .

[10]  C Cowherd,et al.  Dust inhalation exposures from the handling of small volumes of powders. , 1989, American Industrial Hygiene Association journal.

[11]  Göran Lidén Dustiness testing of materials handled at workplaces. , 2006, The Annals of occupational hygiene.

[12]  Y. Cheng,et al.  A fractal model of contact force distribution and the unified coordination distribution for crushable granular materials under confined compression , 2015 .

[13]  John D Sherwood,et al.  A review of the terms agglomerate and aggregate with a recommendation for nomenclature used in powder and particle characterization. , 2002, Journal of pharmaceutical sciences.

[14]  Lucian Dascalescu,et al.  Tribocharging of granular plastic mixtures in view of electrostatic separation , 2005 .

[15]  Abhishek Dutta,et al.  Analytical solution of population balance equation involving aggregation and breakage in terms of auxiliary equation method , 2015 .

[16]  Yutaka Tsuji,et al.  Numerical simulation of two-dimensional fluidized beds using the discrete element method (comparison between the two- and three-dimensional models) , 1998 .

[17]  Hermann J. Feise,et al.  Formation and Growth of Crystal Bridges in Bulk Solids , 2006 .

[18]  Somik Chakravarty,et al.  Long-term dust generation from silicon carbide powders , 2018 .

[19]  D Leith,et al.  Experimental examination of factors that affect dust generation by using Heubach and MRI testers. , 1992, American Industrial Hygiene Association journal.

[20]  Ian Lowndes,et al.  Particulates from mining operations: A review of sources, effects and regulations , 2005 .

[21]  David Leith,et al.  Method to evaluate the dustiness of pharmaceutical powders. , 2006, The Annals of occupational hygiene.

[22]  Mojtaba Ghadiri,et al.  Effect of granule morphology on breakage behaviour during compression , 2004 .

[23]  J. Visser,et al.  Van der Waals and other cohesive forces affecting powder fluidization , 1989 .

[24]  Stefan Heinrich,et al.  Impact breakage of spherical granules: Experimental study and DEM simulation , 2006 .

[25]  Frank Hamelmann,et al.  Methods of Estimating the Dustiness of Industrial Powders – A Review , 2003 .

[26]  W. L. Forsythe,et al.  Attrition Characteristics of Fluid Cracking Catalysts , 1949 .

[27]  Farhad Ein-Mozaffari,et al.  Using the discrete element method to assess the mixing of polydisperse solid particles in a rotary drum , 2016 .

[28]  Colin Thornton,et al.  Numerical simulation of the impact fracture and fragmentation of agglomerates , 1996 .

[29]  J. H. Olson,et al.  A moment methodology for coagulation and breakage problems: Part 1—analytical solution of the steady-state population balance , 2002 .

[30]  K Willeke,et al.  An investigation of dust generation by free falling powders. , 1992, American Industrial Hygiene Association journal.

[31]  P. Baron,et al.  Exposure to Carbon Nanotube Material: Aerosol Release During the Handling of Unrefined Single-Walled Carbon Nanotube Material , 2004, Journal of toxicology and environmental health. Part A.

[32]  Tim Freeman,et al.  Effect of particle shape and size on flow properties of lactose powders , 2012 .

[33]  A. Madsen,et al.  Exposure to airborne microbial components in autumn and spring during work at Danish biofuel plants. , 2006, The Annals of occupational hygiene.

[34]  Urmila Ghia,et al.  Computational Fluid Dynamics Analysis of the Venturi Dustiness Tester. , 2017, Powder technology.

[35]  T. Kuhlbusch,et al.  Deagglomeration testing of airborne nanoparticle agglomerates: Stability analysis under varied aerodynamic shear and relative humidity conditions , 2016 .

[36]  Alexander Klippel,et al.  Dustiness in workplace safety and explosion protection – Review and outlook , 2015 .

[37]  Choi-Hong Lai,et al.  Numerical Techniques for Direct and Large-Eddy Simulations , 2009 .

[38]  Carlos A. Dorao,et al.  Analysis of breakage kernels for population balance modelling , 2009 .

[39]  Somik Chakravarty,et al.  Dust generation in powders : Effect of particle size distribution , 2017 .

[40]  Jamie Clayton Reviewing Current Practice in Powder Testing , 2015 .

[41]  D M O'Brien,et al.  The application of dustiness tests to the prediction of worker dust exposure. , 1990, American Industrial Hygiene Association journal.

[42]  A. Bell The Impact of Nanoscience on Heterogeneous Catalysis , 2003, Science.

[43]  K. Hjemsted,et al.  Dustiness from powder materials , 1996 .

[44]  Sylvia Bach,et al.  Determining the dustiness of powders--a comparison of three measuring devices. , 2008, The Annals of occupational hygiene.

[45]  Vanni,et al.  Approximate Population Balance Equations for Aggregation-Breakage Processes. , 2000, Journal of colloid and interface science.

[46]  William A. Heitbrink,et al.  Correlation of Tests for Material Dustiness with Worker Exposure from the Bagging of Powders , 1989 .

[47]  Stefan Heinrich,et al.  An efficient numerical technique for solving population balance equation involving aggregation, breakage, growth and nucleation , 2008 .

[48]  Kevin H. Dunn,et al.  Aerosol Monitoring during Carbon Nanofiber Production: Mobile Direct-Reading Sampling , 2010, The Annals of occupational hygiene.

[49]  Martin Morgeneyer,et al.  Experimental study of the aerosolization from a carbon nanotube bulk by a vortex shaker , 2014 .

[50]  John J. Fitzpatrick,et al.  Effect of storage conditions on the wall friction characteristics of three food powders , 2006 .

[51]  A. C. Hoffmann,et al.  An Eulerian–Lagrangian model for dense particle clouds , 2007 .

[52]  Craig Wheeler,et al.  Evaluation of dust emissions from conveyor transfer chutes using experimental and CFD simulation , 2012 .

[53]  Qiang Yao,et al.  Mechanistic studies of initial deposition of fine adhesive particles on a fiber using discrete-element methods , 2013 .

[54]  Marcos A.S. Barrozo,et al.  Experimental and CFD study of the hydrodynamic behavior in a rotating drum , 2013 .

[55]  Runyu Yang,et al.  Numerical modelling of the breakage of loose agglomerates of fine particles , 2009 .

[56]  Britt Halvorsen,et al.  Numerical simulation of particulate flow by the Eulerian-Lagrangian and the Eulerian-Eulerian approach with application to a fluidized bed , 2005, Comput. Chem. Eng..

[57]  Haim Kalman,et al.  Accelerating CFD–DEM simulation of processes with wide particle size distributions , 2014 .

[58]  Jonathan Seville,et al.  Interparticle forces in fluidisation: a review , 2000 .

[59]  Somik Chakravarty,et al.  Parametric study of the particle motion induced by a vortex shaker , 2017, Powder Technology.

[60]  M. L. Laucks,et al.  Aerosol Technology Properties, Behavior, and Measurement of Airborne Particles , 2000 .

[61]  Christof Asbach,et al.  Investigation of airborne nanopowder agglomerate stability in an orifice under various differential pressure conditions , 2009 .

[62]  D. Nuyttens,et al.  Pesticide-laden dust emission and drift from treated seeds during seed drilling: a review. , 2013, Pest management science.

[63]  D. Leith,et al.  Dust Generation from Handling Powders in Industry , 1995 .

[64]  Runyu Yang,et al.  CFD-DEM investigation of the dispersion mechanisms in commercial dry powder inhalers , 2013 .

[65]  Yuan Guo-zhou Powder abrasion material in simulated space state , 2005 .

[66]  D. Jeffrey,et al.  Kinetic theories for granular flow: inelastic particles in Couette flow and slightly inelastic particles in a general flowfield , 1984, Journal of Fluid Mechanics.

[67]  T Schneider,et al.  Microbial dustiness and particle release of different biofuels. , 2004, The Annals of occupational hygiene.

[68]  Michael J. Hounslow,et al.  Population balance modelling of activated sludge flocculation : Investigating the size dependence of aggregation, breakage and collision efficiency , 2006 .

[69]  R L Carr,et al.  EVALUATING FLOW PROPERTIES OF SOLIDS , 1965 .

[70]  Jin Y. Ooi,et al.  Effect of Particle Size and Cohesion on Powder Yielding and Flow , 2018 .

[71]  Paul A. Baron,et al.  Dustiness of Fine and Nanoscale Powders , 2012, The Annals of occupational hygiene.

[72]  Wolfgang Pietsch,et al.  Agglomeration Processes: Phenomena, Technologies, Equipment , 2002 .

[73]  Alex C. Hoffmann,et al.  Dust lifting behind shock waves: comparison of two modelling techniques , 2005 .

[74]  Marcel Mayor,et al.  Nanotechnology: Assessment and Perspectives , 2006 .

[75]  T Schneider,et al.  Cellulosic building insulation versus mineral wool, fiberglass or perlite: installer's exposure by inhalation of fibers, dust, endotoxin and fire-retardant additives. , 2003, The Annals of occupational hygiene.

[76]  David Leith,et al.  VALIDATING A MODEL FOR THE PREDICTION OF DUST GENERATION , 1995 .

[77]  Michael J. Ellenbecker,et al.  Exposure assessment of nano-sized and respirable particles at different workplaces , 2011 .

[78]  J. Bridgwater,et al.  A review of attrition and attrition test methods , 1987 .

[79]  C. M. Hammond,et al.  PROGRESS IN DUSTINESS ESTIMATION BRITISH OCCUPATIONAL HYGIENE SOCIETY TECHNOLOGY COMMITTEE WORKING PARTY ON DUSTINESS ESTIMATION , 1988 .

[80]  Niels O. Breum,et al.  The rotating drum dustiness tester: Variability in dustiness in relation to sample mass, testing time, and surface adhesion , 1999 .

[81]  Paul W. Cleary,et al.  Dust modelling using a combined CFD and discrete element formulation , 2013 .

[82]  Mojtaba Ghadiri,et al.  Effect of the impact angle on the breakage of agglomerates: a numerical study using DEM , 2003 .

[83]  Murugesu Sivapalan,et al.  Scale issues in hydrological modelling: A review , 1995 .

[84]  Antonino Ferrante,et al.  Is Stokes number an appropriate indicator for turbulence modulation by particles of Taylor-length-scale size? , 2010 .

[85]  P. Class,et al.  Dustiness of different high-temperature insulation wools and refractory ceramic fibres. , 2001, The Annals of occupational hygiene.

[86]  K Y Chung,et al.  Dustiness testing and moving towards a biologically relevant dustiness index. , 1994, The Annals of occupational hygiene.

[87]  Ian Lowndes,et al.  Assessment of the dustiness and the dust liberation mechanisms of limestone quarry operations , 2007 .

[88]  David Mark,et al.  Comparative evaluation of the dustiness of industrial minerals according to European standard EN 15051, 2006. , 2010, The Annals of occupational hygiene.

[89]  Yi Wang,et al.  Correlation analysis of three influencing factors and the dust production rate for a free-falling particle stream , 2017 .

[90]  Hak-Kim Chan,et al.  Influence of Particle Size, Air Flow, and Inhaler Device on the Dispersion of Mannitol Powders as Aerosols , 1999, Pharmaceutical Research.

[91]  T. Gill,et al.  Technologies for laboratory generation of dust from geological materials. , 2006, Journal of hazardous materials.

[92]  Sherrie Elzey,et al.  Airborne Monitoring to Distinguish Engineered Nanomaterials from Incidental Particles for Environmental Health and Safety , 2008, Journal of occupational and environmental hygiene.

[93]  Masashi Gamo,et al.  Dustiness testing of engineered nanomaterials , 2009 .

[94]  F. Maio,et al.  Comparison of contact-force models for the simulation of collisions in DEM-based granular flow codes , 2004 .

[95]  Kurt A. Rosentrater,et al.  Flowability and handling characteristics of bulk solids and powders – a review with implications for DDGS , 2008 .

[96]  W A Heitbrink Factors affecting the Heubach and MRI dustiness tests. , 1990, American Industrial Hygiene Association journal.

[97]  Eberhard Schmidt,et al.  Fraktionsfreisetzungsgrad – Ein neuer Ansatz zur Quantifizierung der Staubungsneigung von Pulvern , 2015 .

[98]  Thomas Schneider,et al.  Combined single-drop and rotating drum dustiness test of fine to nanosize powders using a small drum. , 2008, The Annals of occupational hygiene.

[99]  Craig Wheeler,et al.  On the analysis of a coarse particle free falling material stream , 2015 .

[100]  Mikio Sakai,et al.  Parallel computing of discrete element method on multi-core processors , 2011 .

[101]  Gajanan S. Bhat,et al.  Nanofiber manufacture, properties, and applications 2013 , 2014 .

[102]  John J. Fitzpatrick,et al.  Characterisation of food powder flowability , 1999 .

[103]  Evangelos Tsotsas,et al.  Mixing of particles in rotary drums: A comparison of discrete element simulations with experimental results and penetration models for thermal processes , 2006 .

[104]  Mojtaba Ghadiri,et al.  A review of attrition of fluid cracking catalyst particles , 2000 .

[105]  A. G. Bailey,et al.  Electrostatic phenomena during powder handling , 1984 .

[106]  David Leith,et al.  Drag on Nonspherical Objects , 1987 .

[107]  Chetan Pratap Pujara Determination of factors that affect the generation of airborne particles from bulk pharmaceutical powders , 1997 .

[108]  Bow-yaw Wang,et al.  CFD–DEM simulation of the gas–solid flow in a cyclone separator , 2011 .

[109]  Shriram Prasad,et al.  Role of momentum exchange coefficient in circulating fluidized-bed , 2007 .

[110]  Matthias Kind,et al.  Modeling Fluid Dynamics and Growth Kinetics in Fluidized Bed Spray Granulation , 2010 .

[111]  Kathleen Kreiss,et al.  Concurrent Silicosis and Pulmonary Mycosis at Death , 2010, Emerging infectious diseases.

[112]  R. Klemens,et al.  Modelling of dust lifting process behind propagating shock wave , 2007 .

[113]  Eberhard Schmidt,et al.  Untersuchungen zur Staubungsneigung von Braunkohle unterschiedlicher Feuchte , 2006 .

[114]  Aibing Yu,et al.  DEM/CFD-DEM Modelling of Non-spherical Particulate Systems: Theoretical Developments and Applications , 2016 .

[115]  G. Somorjai,et al.  Nanoscale advances in catalysis and energy applications. , 2010, Nano letters.

[116]  Jpk Seville,et al.  Attrition of porous glass particles in a fluidised bed , 1998 .

[117]  Per Axel Clausen,et al.  Dustiness behaviour of loose and compacted Bentonite and organoclay powders: What is the difference in exposure risk? , 2009 .

[118]  Thomas Schneider,et al.  DOCUMENTATION OF A DUSTINESS DRUM TEST , 1996 .

[119]  James Prescott,et al.  On powder flowability , 2000 .

[120]  D. Stauber,et al.  Determination and control of the dusting potential of feed premixes , 1984 .

[121]  Emmanuel Lefrançois,et al.  Dust generation from powders: A characterization test based on stirred fluidization , 2014 .

[122]  G.Th. Visser A wind-tunnel study of the dust emissions from the continuous dumping of coal , 1992 .

[123]  Antonio Castellanos,et al.  The relationship between attractive interparticle forces and bulk behaviour in dry and uncharged fine powders , 2005 .

[124]  Muhammad Nabeel,et al.  Evaluation of Dust Generation during Mechanical Wear of Iron Ore Pellets , 2016 .

[125]  Alan W. Weimer,et al.  A system-size independent validation of CFD-DEM for noncohesive particles , 2015 .

[126]  Chetan P. Pujara,et al.  Effect of Individual Particle Characteristics on Airborne Emissions , 2020 .

[127]  D. Joseph,et al.  Modeling and numerical simulation of particulate flows by the Eulerian–Lagrangian approach , 2001 .

[128]  O. López,et al.  Dust explosions: CFD modeling as a tool to characterize the relevant parameters of the dust dispersion , 2013 .

[129]  Paola Lettieri,et al.  2D and 3D CFD Simulations of Bubbling Fluidized Beds Using Eulerian-Eulerian Models , 2003 .

[130]  David Fabre,et al.  Dust emission by powder handling : Comparison between numerical analysis and experimental results , 2009 .

[131]  Martin Morgeneyer,et al.  Experimental study of the aerosolization of fine alumina particles from bulk by a vortex shaker , 2013 .

[132]  J. Israelachvili Intermolecular and surface forces , 1985 .

[133]  Paul W. Cleary,et al.  Industrial particle flow modelling using discrete element method , 2009 .

[134]  Michael J. Hounslow,et al.  Particle fragmentation in dilute phase pneumatic conveying , 2002 .

[135]  Olivier Desjardins,et al.  An Euler-Lagrange strategy for simulating particle-laden flows , 2013, J. Comput. Phys..

[136]  Wang Yi,et al.  Experimental study of flow regimes and dust emission in a free falling particle stream , 2016 .

[137]  Hayley H. Shen,et al.  Modeling the solid phase stress in a fluid-solid mixture , 1989 .

[138]  Jos Malda,et al.  Microcarriers in the engineering of cartilage and bone. , 2006, Trends in biotechnology.

[139]  L. S. Leung,et al.  Pneumatic Conveying of Solids: A Theoretical and Practical Approach , 1993 .

[140]  Hans-Jürgen Butt,et al.  Normal capillary forces. , 2009, Advances in colloid and interface science.

[141]  Rajamani Krishna,et al.  Validation of the Eulerian simulated dynamic behaviour of gas-solid fluidised beds , 1999 .

[142]  Monique Authier-Martin Alumina Handling Dustiness , 2016 .

[143]  Bijay K. Mishra,et al.  A preliminary numerical investigation of agglomeration in a rotary drum , 2002 .

[144]  Jonathan Seville,et al.  Processing of Particulate Solids , 1997 .

[145]  Colin Thornton,et al.  Impact breakage of spherical, cuboidal and cylindrical agglomerates , 2010 .

[146]  Paola Lettieri,et al.  Experimental validation of Eulerian-Eulerian simulations of rutile industrial powders , 2005 .