Experimental investigation and detailed modeling of soot aggregate formation and size distribution in laminar coflow diffusion flames of Jet A-1, a synthetic kerosene, and n-decane

Abstract A fully-coupled soot formation model is developed to predict the concentration, size, and aggregate structure of soot particles in the atmospheric pressure laminar coflow diffusion flames of a three-component surrogate for Jet A-1, a three-component surrogate for a Fischer–Tropsch Synthetic Paraffinic Kerosene (SPK), and n-decane. To model the chemical structure of the flames and soot precursor formation, a detailed chemical kinetic mechanism for fuel oxidation, with 2185 species and 8217 reactions, is reduced and combined with a Polycyclic Aromatic Hydrocarbon (PAH) formation and growth scheme. The mechanism is coupled to a highly detailed sectional particle dynamics model that predicts the volume fraction, structure, and size of soot particles by considering PAH-based nucleation, surface growth, PAH surface condensation, aggregation, surface oxidation, fragmentation, thermophoresis, and radiation. The simulation results are validated by comparing against experimental data measured for the flames of pre-vaporized fuels. The objectives of the present effort are to more accurately simulate the physical soot formation processes and to improve the predictions of our previously published jet fuel soot formation models, particularly for the size and aggregate structure of soot particles. To this end, the following improvements are considered: (1) addition of particle coalescence submodels to account for the loss of surface area, reduction of the number of primary particles, and increase of primary particle diameters upon collision, (2) consideration of a larger PAH molecule (benzopyrene instead of pyrene) for nucleation and surface growth to enhance the agreement between the soot model and the measured chemical composition of soot particles, and (3) implementation of a dimerization efficiency in the soot inception submodel to account for the collisions between PAH molecules that do not lead to dimerization. The results of two different particle coalescence submodels show that this process is too slow to account for the growth of primary particles, mainly because of the limited rate of particle collisions. Soot volume fraction predictions on the wings and at lower flame heights are considerably improved by using benzopyrene, due to the different distribution of the soot forming PAH molecule in the flame. The computed number of primary particles per aggregate and the diameters of primary particles agree very well with the experimentally measured values after implementing the dimerization efficiency for PAH collisions, because of the reduced rate of soot inception compared to growth by PAH condensation. Concentrations of major gaseous species and flame temperatures are also well predicted by the model. The underprediction of soot concentration on the flame centerline, observed in previous studies, still exists despite minor improvements.

[1]  Bin Zhao,et al.  A comparative study of nanoparticles in premixed flames by scanning mobility particle sizer, small angle neutron scattering, and transmission electron microscopy , 2007 .

[2]  Robert J. Santoro,et al.  Aerosol dynamic processes of soot aggregates in a laminar ethene diffusion flame , 1993 .

[3]  Katsuki Kusakabe,et al.  Growth and transformation of TiO2 crystallites in aerosol reactor , 1991 .

[4]  Michael J. Schwartz,et al.  Polar processing and development of the 2004 Antarctic ozone hole: First results from MLS on Aura , 2005 .

[5]  Marco J. Castaldi,et al.  Aromatic and Polycyclic Aromatic Hydrocarbon Formation in a Laminar Premixed n-Butane Flame , 1998 .

[6]  A. Ristori,et al.  The combustion of kerosene : Experimental results and kinetic modelling using 1- to 3-component surrogate model fuels , 2006 .

[7]  Ö. Gülder,et al.  The flame preheating effect on numerical modelling of soot formation in a two-dimensional laminar ethylene–air diffusion flame , 2002 .

[8]  D. E. Rosner,et al.  Simultaneous measurements of soot volume fraction and particle size/ Microstructure in flames using a thermophoretic sampling technique , 1997 .

[9]  Mun Young Choi,et al.  MEASUREMENT OF FRACTAL PROPERTIES OF SOOT AGGLOMERATES IN LAMINAR COFLOW DIFFUSION FLAMES USING THERMOPHORETIC SAMPLING IN CONJUNCTION WITH TRANSMISSION ELECTRON MICROSCOPY AND IMAGE PROCESSING , 2001 .

[10]  Bernd Kärcher,et al.  Role of aircraft soot emissions in contrail formation , 2009 .

[11]  M. Frenklach,et al.  Detailed modeling of soot particle nucleation and growth , 1991 .

[12]  Sebastian Mosbach,et al.  A fully coupled simulation of PAH and soot growth with a population balance model , 2013 .

[13]  Vinod M. Janardhanan,et al.  A study on the coagulation of polycyclic aromatic hydrocarbon clusters to determine their collision efficiency , 2010 .

[14]  R. Hobbs,et al.  High resolution seismic imaging of the ocean structure using a small volume airgun source array in the Gulf of Cadiz , 2009 .

[15]  Jack B. Howard,et al.  ANALYSIS OF SOOT SURFACE GROWTH PATHWAYS USING PUBLISHED PLUG-FLOW REACTOR DATA WITH NEW PARTICLE SIZE DISTRIBUTION MEASUREMENTS AND PUBLISHED PREMIXED FLAME DATA , 2000 .

[16]  Kyle E. Niemeyer,et al.  Skeletal mechanism generation for surrogate fuels using directed relation graph with error propagation and sensitivity analysis , 2009, 1607.05079.

[17]  R. Fraser,et al.  Soot concentration and temperature measurements in co-annular, nonpremixed CH4/air laminar flames at pressures up to 4 MPa , 2005 .

[18]  Steven N. Rogak,et al.  A novel fixed-sectional model for the formation and growth of aerosol agglomerates , 2004 .

[19]  A Seaton,et al.  Ambient particle inhalation and the cardiovascular system: potential mechanisms. , 2001, Environmental health perspectives.

[20]  Ümit Özgür Köylü,et al.  Structure of Overfire Soot in Buoyant Turbulent Diffusion Flames at Long Residence Times , 1992 .

[21]  S. C. Graham The collisional growth of soot particles at high temperatures , 1977 .

[22]  Y. Liu,et al.  Size distribution and morphology of nascent soot in premixed ethylene flames with and without benzene doping , 2009 .

[23]  M. Aigner,et al.  Development and validation of a new soot formation model for gas turbine combustor simulations , 2010 .

[24]  G. Faeth,et al.  Soot Surface Reactions in High-Temperature Laminar Diffusion Flames , 2004 .

[25]  M. Thomson,et al.  Detailed numerical modeling of PAH formation and growth in non-premixed ethylene and ethane flames , 2012 .

[26]  Hongsheng Guo,et al.  Numerical study on the influence of hydrogen addition on soot formation in a laminar ethylene-air diffusion flame , 2006 .

[27]  Philippe Dagaut,et al.  Chemical kinetic study of the effect of a biofuel additive on jet-A1 combustion. , 2007, The journal of physical chemistry. A.

[28]  M. Thomson,et al.  Application of an enhanced PAH growth model to soot formation in a laminar coflow ethylene/air diffusion flame , 2011 .

[29]  Thomas A. Litzinger,et al.  The experimental evaluation of a methodology for surrogate fuel formulation to emulate gas phase combustion kinetic phenomena , 2012 .

[30]  M. Thomson,et al.  Modeling of soot aggregate formation and size distribution in a laminar ethylene/air coflow diffusion flame with detailed PAH chemistry and an advanced sectional aerosol dynamics model , 2009 .

[31]  R. Schefer,et al.  Thermophoresis of particles in a heated boundary layer , 1980, Journal of Fluid Mechanics.

[32]  J. B. Moss,et al.  Modelling soot formation in a laminar diffusion flame burning a surrogate kerosene fuel , 2007 .

[33]  D. Urban,et al.  Soot Formation in Laminar Premixed Ethylene/Air Flames at Atmospheric Pressure. Appendix G , 1997 .

[34]  S. Harris,et al.  Soot Particle Growth in Premixed Toluene/Ethylene Flames , 1984 .

[35]  A. F. Sarofim,et al.  Optical Constants of Soot and Their Application to Heat-Flux Calculations , 1969 .

[36]  Jasdeep Singh,et al.  Stochastic modeling of soot particle size and age distributions in laminar premixed flames , 2005 .

[37]  Andreas Döpelheuer Aircraft emission parameter modelling , 2000 .

[38]  S. Rogak,et al.  An aerosol model to predict size and structure of soot particles , 2004 .

[39]  Richard C. Miake-Lye,et al.  Particulate Emissions from in-use Commercial Aircraft , 2005 .

[40]  Clinton P. T. Groth,et al.  A computational framework for predicting laminar reactive flows with soot formation , 2010 .

[41]  A. C. Barone,et al.  Surface deposition and coagulation efficiency of combustion generated nanoparticles in the size range from 1 to 10 nm , 2005 .

[42]  S. Turns Introduction to Combustion , 1995, Aerothermodynamics and Jet Propulsion.

[43]  S. Rogak,et al.  A One-Dimensional Model for Coagulation, Sintering, and Surface Growth of Aerosol Agglomerates , 2003 .

[44]  Nadezhda A. Slavinskaya,et al.  A modelling study of aromatic soot precursors formation in laminar methane and ethene flames , 2009 .

[45]  S. Pratsinis,et al.  Formation of agglomerate particles by coagulation and sintering—Part I. A two-dimensional solution of the population balance equation , 1991 .

[46]  Michael E. Mueller,et al.  A joint volume-surface model of soot aggregation with the method of moments , 2009 .

[47]  Qingan Zhang Detailed Modeling of Soot Formation/Oxidation in Laminar Coflow Diffusion Flames , 2010 .

[48]  V. Ramanathan,et al.  Global and regional climate changes due to black carbon , 2008 .

[49]  R. Logan,et al.  Chemical characterization of the fine particle emissions from commercial aircraft engines during the Aircraft Particle Emissions eXperiment (APEX) 1 to 3. , 2009, Environmental science & technology.

[50]  S. Patankar Numerical Heat Transfer and Fluid Flow , 2018, Lecture Notes in Mechanical Engineering.

[51]  J. Kent,et al.  A model of particulate and species formation applied to laminar, nonpremixed flames for three aliphatic-hydrocarbon fuels , 2008 .

[52]  Burak Atakan,et al.  Studies of aromatic hydrocarbon formation mechanisms in flames: Progress towards closing the fuel gap , 2006 .

[53]  Bo Yang,et al.  Soot measurements at the axis of an ethylene/air non-premixed turbulent jet flame , 2003 .

[54]  M. Thomson,et al.  A numerical study of soot aggregate formation in a laminar coflow diffusion flame , 2009 .

[55]  Mv Lowson,et al.  33rd Aerospace Sciences Meeting and Exhibition, January 9-12 Reno, NV , 1995 .

[56]  R. J. Kee,et al.  Chemkin-II : A Fortran Chemical Kinetics Package for the Analysis of Gas Phase Chemical Kinetics , 1991 .

[57]  F. G. Roper The prediction of laminar jet diffusion flame sizes: Part I. Theoretical model , 1977 .

[58]  Robert J. Kee,et al.  A FORTRAN COMPUTER CODE PACKAGE FOR THE EVALUATION OF GAS-PHASE, MULTICOMPONENT TRANSPORT PROPERTIES , 1986 .

[59]  Robert A. Fletcher,et al.  The evolution of soot precursor particles in a diffusion flame , 1998 .

[60]  G. Smallwood,et al.  Implementation of an advanced fixed sectional aerosol dynamics model with soot aggregate formation in a laminar methane/air coflow diffusion flame , 2008 .

[61]  D. E. Rosner,et al.  Soot volume fraction and temperature measurements in laminar nonpremixed flames using thermocouples , 1997 .

[62]  A. Atreya,et al.  Observations of nascent soot: Molecular deposition and particle morphology , 2011 .

[63]  Adel F. Sarofim,et al.  SOOT OXIDATION IN FLAMES , 1981 .

[64]  Z. Levin,et al.  Parameterizing ice nucleation rates using contact angle and activation energy derived from laboratory data , 2008 .

[65]  D. W. Clary,et al.  Effect of fuel structure on pathways to soot , 1988 .

[66]  P. Greenberg,et al.  Soot volume fraction imaging. , 1997, Applied optics.

[67]  J. Cain,et al.  Micro-FTIR study of soot chemical composition-evidence of aliphatic hydrocarbons on nascent soot surfaces. , 2010, Physical chemistry chemical physics : PCCP.

[68]  J. B. Moss,et al.  Modelling soot formation in non-premixed kerosine-air flames , 1991 .

[69]  Michael P. Tolocka,et al.  Chemical species associated with the early stage of soot growth in a laminar premixed ethylene–oxygen–argon flame , 2005 .

[70]  C. rd,et al.  Epidemiology of fine particulate air pollution and human health: biologic mechanisms and who's at risk? , 2000 .

[71]  Karleen A. Boyle Evaluating Particulate Emissions from Jet Engines: Analysis of Chemical and Physical Characteristics and Potential Impacts on Coastal Environments and Human Health , 1996 .

[72]  M. Thomson,et al.  A numerical and experimental study of a laminar sooting coflow Jet-A1 diffusion flame , 2011 .

[73]  Ömer L. Gülder,et al.  Effect of fuel nozzle material properties on soot formation and temperature field in coflow laminar diffusion flames , 2006 .

[74]  R. Flagan,et al.  Coagulation of aerosol agglomerates in the transition regime , 1992 .

[75]  Marina Braun-Unkhoff,et al.  Oxidation of a Coal-to-Liquid Synthetic Jet Fuel: Experimental and Chemical Kinetic Modeling Study , 2012 .

[76]  Pascal Diévart,et al.  Kinetics of Oxidation of a Synthetic Jet Fuel in a Jet-Stirred Reactor: Experimental and Modeling Study , 2010 .

[77]  Ö. Gülder,et al.  Influence of hydrogen addition to fuel on temperature field and soot formation in diffusion flames , 1996 .

[78]  M. Thomson,et al.  A numerical and experimental study of soot formation in a laminar coflow diffusion flame of a Jet A-1 surrogate , 2013 .

[79]  Marina Braun-Unkhoff,et al.  Experimental and detailed kinetic model for the oxidation of a Gas to Liquid (GtL) jet fuel , 2014 .

[80]  M. Thomson,et al.  Modeling of Oxidation-Driven Soot Aggregate Fragmentation in a Laminar Coflow Diffusion Flame , 2010 .

[81]  Robert Sausen,et al.  On contrail climate sensitivity , 2005 .

[82]  Christopher R. Shaddix,et al.  Measurement of the dimensionless extinction coefficient of soot within laminar diffusion flames , 2007 .

[83]  H. Bockhorn,et al.  Kinetic modeling of soot formation with detailed chemistry and physics: laminar premixed flames of C2 hydrocarbons , 2000 .

[84]  H. Wong,et al.  Parametric studies of contrail ice particle formation in jet regime using microphysical parcel modeling , 2010 .

[85]  Ö. Gülder,et al.  Band Lumping Strategy for Radiation Heat Transfer Calculations Using a Narrowband Model , 2000 .

[86]  Murray J. Thomson,et al.  An Experimental Comparison of the Sooting Behavior of Synthetic Jet Fuels , 2011 .

[87]  C. Dasch,et al.  One-dimensional tomography: a comparison of Abel, onion-peeling, and filtered backprojection methods. , 1992, Applied optics.

[88]  Tiago L. Farias,et al.  Fractal and projected structure properties of soot aggregates , 1995 .

[89]  M. Frenklach Method of moments with interpolative closure , 2002 .

[90]  Ö. Gülder,et al.  Two-dimensional imaging of soot volume fraction in laminar diffusion flames. , 1999, Applied optics.

[91]  Markus Kraft,et al.  Modelling soot formation in a premixed flame using an aromatic-site soot model and an improved oxidation rate , 2009 .

[92]  Robert J. Santoro,et al.  Modeling and measurements of soot and species in a laminar diffusion flame , 1996 .

[93]  Murray J. Thomson,et al.  The evolution of soot morphology in a laminar coflow diffusion flame of a surrogate for Jet A-1 , 2013 .

[94]  D. E. Rosner,et al.  Fractal Morphology Analysis of Combustion-Generated Aggregates Using Angular Light Scattering and Electron Microscope Images , 1995 .

[95]  Modeling Small Cluster Deposition on the Primary Particles of Aerosol Agglomerates , 1997 .

[96]  J.-Y. Chen,et al.  A model for soot formation in a laminar diffusion flame , 1990 .

[97]  S. Chung,et al.  Growth of soot particles in counterflow diffusion flames of ethylene , 2001 .

[98]  Marshall B. Long,et al.  Soot formation in laminar diffusion flames , 2005 .