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Chemical Kinetics An EC funded NoE on Energy Conversion in Engines E ngines CO ,[object Object],[object Object],[object Object],[object Object]
Motivation ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
Purpose of Presentation ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
Why Model fuels ? Example of composition of a commercial diesel fuel, from  Dagaut,P., PCCP,  4 , 2079-2094 (2002). Real fuel :  - Diesel, Gasoline, Biofuels or Kerosene Fuels - Too complex to model using all the components Model Fuel : Reproduce the oxidation characteristics of a  real fuel  (Diesel, Gasoline, Kerosene Fuels…)
Examples of model components ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
Examples of chemical model ,[object Object],[object Object],[object Object],Reduced/Lumped : Valid under a limited set of conditions (T, P..) -  n -heptane oxidation and pyrolysis mechanism  (41 species, 266 reactions) Held, T. J.; Marchese, A. J.; Dryer ,  F. L.,  Combust. Sci. Technol.,  123 ,  107-146   ( 1997).    -  n -decane oxidation mechanism  ( 98-273 species and 644-1282 reactions ) Glaude, P. A.; Battin-Leclerc, F.; Fournet, R.; Warth, V.; Côme, G. M.; Scacchi, G.,  Combust. Flame,  122 , 451-462   (2000) ,[object Object],[object Object],[object Object],[object Object],[object Object]
Mechanism structure ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
Reaction Pathway Generic: Example: Classic low temperature alkane pathway R + O 2  =  ● R +O 2 H ● R + O 2  =  ● ROO ● ROO =  ● QOOH ● QOOH   + O 2  =  ● OOQOOH ● OOQOOH =  ● OQOOH + OH ● OQOOH = products + OH CH 3 CH 2 CH 2 CH 3  + O 2  =  ● CH 2 CH 2 CH 2 CH 3  + O 2 H ● CH 2 CH 2 CH 2 CH 3  + O 2  =  ● OOCH 2 CH 2 CH 2 CH 3 ● OOCH 2 CH 2 CH 2 CH 3  = HOOCH 2 ● CHCH 2 CH 3 HOOCH 2 ● CHCH 2 CH 3  + O 2 = HOOCH 2 CH(OO)CH 2 CH 3 HOOCH 2 CH(OO)CH 2 CH 3  = HCOCH(OOH)CH 2 CH 3  + OH HCOCH(OOH)CH 2 CH 3  =  products + OH
Sub-Mechanism A  pathway  generates a  sub-mechanism  tree of reactions
Outline ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
Detailed Mechanism Generation ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
Why Detailed Mechanism Generation? ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
Single Reaction Generation ,[object Object],[object Object],[object Object],Generic Loss of Radical to Form Olefin Generic Group Replaced by an Oxygen ● C C A ● C C ● A ● C C O ● C C ● O
Single Reaction Generation ,[object Object],[object Object],[object Object],Peroxyl Group Influence on bonding Include Bonding  of Carbon  ● C C O O H C C ● O O H + + R c R a R d R b ● C C O O H R c R a R d R b C C ● O O H
Single Reaction Generation ,[object Object],The Reactive Center Changes The surrounding functional Groups are unchanged Correspondence Between Reactants and Products R c R a R d R b ● C C O O H R c R a R d R b C C ● O O H
Single Reaction Generation ,[object Object],[object Object],Reaction Pattern Reactant R c R a R d R b ● C C O O H H H H ● C C O O H C C H H H H H
Single Reaction Generation Application to form a specific reaction: Reaction pattern: Chemical formula in the mechanism: CH 3 CH 2 ● CHCH 2 OOH CH 3 CH 2 CHCH 2 ● OOH + H H H ● C C O O H C C H H H H H ● O O H H H H C C C C H H H H H + R c R a R d R b ● C C O O H R c R a R d R b C C O H ● O +
Mechanism Generation ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
Reaction Pathway Generic: Example: Classic low temperature alkane pathway R + O 2  =  ● R +O 2 H ● R + O 2  =  ● ROO ● ROO =  ● QOOH ● QOOH   + O 2  =  ● OOQOOH ● OOQOOH =  ● OQOOH + OH ● OQOOH = products + OH CH 3 CH 2 CH 2 CH 3  + O 2  =  ● CH 2 CH 2 CH 2 CH 3  + O 2 H ● CH 2 CH 2 CH 2 CH 3  + O 2  =  ● OOCH 2 CH 2 CH 2 CH 3 ● OOCH 2 CH 2 CH 2 CH 3  = HOOCH 2 ● CHCH 2 CH 3 HOOCH 2 ● CHCH 2 CH 3  + O 2 = HOOCH 2 CH(OO)CH 2 CH 3 HOOCH 2 CH(OO)CH 2 CH 3  = HCOCH(OOH)CH 2 CH 3  + OH HCOCH(OOH)CH 2 CH 3  =  products + OH
Reaction Pathway A  pathway  generates a  sub-mechanism  tree of reactions
Detailed Mechanism Generation ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
Combinatorial Explosion ,[object Object],n -butane n -hexane n -decane
[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],Combinatorial Explosion
Exhaustive with Filtering ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],Product pool Generate next reaction Filter out End if no products Seed molecule
Controlled Generation Only products of last step are used in next step Examples:  Moréac, G., Blurock, E. S.;Automatic generation of a detailed mechanism for the oxidation of n-decane, to be published in Comb. Sci. Technol. (2006) Blurock, E. S.,  Detailed Mechanism Generation 1: Generalized Reactive Properties as Reaction Class Substructures. J. Chem. Inf. Comp. Sci.,  44 , 1336-1347  (2004) Product pool Generate first step Seed molecule Generate Second step . . .
Outline ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
Mechanism Reduction ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
Mechanism Reduction ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
Outline ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
Species Lumping ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
Example of Chemical Lumping Schematic representation for the lumping of four different 5-ring alkylperoxy radicals 5r-C 7 H 14 OOH
Lumped species in  n -heptane Mechanism 6r-QOOH Species R O 2  Species p = 40bar,    = 1.0, T = 800K Concentration of Species Lumped Together  Add to Single Lumped Species
1362 reactions 142 species n -C 7 H 16 L-C 7 H 15 L-C 7 H 15 O 2 A-5r B-5r C-5r D-5r A-6r B-6r C-6r D-6r A-7r B-7r C-7r D-7r A-8r B-8r C-8r D-8r L = Lumped species, 5r, 6r, 7r and 8r represent the size of the ring Lumped Mechanism :  n -heptane 1624 reactions 203 species Detailed
Lumped Mechanism – Same As Detailed Davis and Law  Laminar flame speed for  n -heptane/air mixture  at p=1 bar and T i =298   K Experimental data (symbols) Detailed mechanism (solid line) Lumped mechanism (dashed line)
Outline ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
Mechanism Reduction: Skeletal ,[object Object],[object Object],[object Object],[object Object]
Skeletal Mechanisms: Criteria ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
Finding skeletal mechanisms ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],Finding skeletal mechanisms
Skeleton Mechanism :  n -heptane 470 reactions 64 species N -C 7 H 16 L-C 7 H 15 L-C 7 H 15 O 2 A-5r B-5r C-5r D-5r A-6r B-6r C-6r D-6r A-7r B-7r C-7r D-7r Lumped n - C 7 H 16 L - C 7 H 15 L - C 7 H 15 O 2 A - 5r B - 5r C - 5r D - 5r A - 6r B - 6r C - 6r D - 6r A - 7r B - 7r C - 7r D - 7r A - 8r B - 8r C - 8r D - 8r L = Lumped species, 5r, 6r, 7r and 8r represent  the size of the ring 1362 reactions 142 species n - C 7 H 16 L - C 7 H 15 L - C 7 H 15 O 2 A - 5r B - 5r C - 5r D - 5r A - 6r B - 6r C - 6r D - 6r A - 7r B - 7r C - 7r D - 7r A - 8r B - 8r C - 8r D - 8r L = Lumped species, 5r, 6r, 7r and 8r represent  the size of the ring n - C 7 H 16 L - C 7 H 15 L - C 7 H 15 O 2 A - 5r B - 5r C - 5r D - 5r A - 6r B - 6r C - 6r D - 6r A - 7r B - 7r C - 7r D - 7r A - 8r B - 8r C - 8r D - 8r n - C 7 H 16 L - C 7 H 15 L - C 7 H 15 O 2 A - 5r B - 5r C - 5r D - 5r A - 6r B - 6r C - 6r D - 6r A - 7r B - 7r C - 7r D - 7r A - 8r B - 8r C - 8r D - 8r L = Lumped species, 5r, 6r, 7r and 8r represent  the size of the ring 1362 reactions 142 species 1624 reactions 203 species Detailed
Outline ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],Time Scale Analysis
Time Scale Analysis ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
Outline ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
Adaptive Chemistry ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
Example: Polynomial Based ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
Example: Library Probability Density Function ( PDF ) A stochastic method that uses distribution functions to  describe the fluctuating scalars in a turbulent field. Pope, S. B. PDF methods for turbulent reactive flows. Prog. Energy Combust. Sci.  11 ,119-92 (1985). Flamelets “ Thin diffusion layers embedded in a turbulent non- reactive flow  field.”  Peters, N., Turbulent combustion, Cambridge University Press, Cambridge,  (2000).
Skeletal Mechanism Based ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
Example of Adaptive Chemistry Two-zone zero-dimensional stochastic reactor model (SRM) for SI-Engine calculations. Each particle in the  PDF  (Probability Density Function) calls a different phase at each time-step during the calculation. The basic idea behind the  SRM  is to divide the mass within the cylinder into an arbitrary number of particles, and to use a Stochastic Monte Carlo process with an operator splitting algorithm.
Outline ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
Optimization of Rate Coefficients Frequency Factor Temperature Exponent Activation Energy
Optimization of Rate Coefficients Frenklach, M.; Wang H.; Rabinovitz, M. J., Prog. Energy Combustion Sci.,  18 , 47-73 (1992).  Function to Optimize Model – Experimental Data Response Surface y
Reduction-Optimization Cycle
Needs for future ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]

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Chemical Kinetics Modeling Techniques

  • 1.
  • 2.
  • 3.
  • 4. Why Model fuels ? Example of composition of a commercial diesel fuel, from Dagaut,P., PCCP, 4 , 2079-2094 (2002). Real fuel : - Diesel, Gasoline, Biofuels or Kerosene Fuels - Too complex to model using all the components Model Fuel : Reproduce the oxidation characteristics of a real fuel (Diesel, Gasoline, Kerosene Fuels…)
  • 5.
  • 6.
  • 7.
  • 8. Reaction Pathway Generic: Example: Classic low temperature alkane pathway R + O 2 = ● R +O 2 H ● R + O 2 = ● ROO ● ROO = ● QOOH ● QOOH + O 2 = ● OOQOOH ● OOQOOH = ● OQOOH + OH ● OQOOH = products + OH CH 3 CH 2 CH 2 CH 3 + O 2 = ● CH 2 CH 2 CH 2 CH 3 + O 2 H ● CH 2 CH 2 CH 2 CH 3 + O 2 = ● OOCH 2 CH 2 CH 2 CH 3 ● OOCH 2 CH 2 CH 2 CH 3 = HOOCH 2 ● CHCH 2 CH 3 HOOCH 2 ● CHCH 2 CH 3 + O 2 = HOOCH 2 CH(OO)CH 2 CH 3 HOOCH 2 CH(OO)CH 2 CH 3 = HCOCH(OOH)CH 2 CH 3 + OH HCOCH(OOH)CH 2 CH 3 = products + OH
  • 9. Sub-Mechanism A pathway generates a sub-mechanism tree of reactions
  • 10.
  • 11.
  • 12.
  • 13.
  • 14.
  • 15.
  • 16.
  • 17. Single Reaction Generation Application to form a specific reaction: Reaction pattern: Chemical formula in the mechanism: CH 3 CH 2 ● CHCH 2 OOH CH 3 CH 2 CHCH 2 ● OOH + H H H ● C C O O H C C H H H H H ● O O H H H H C C C C H H H H H + R c R a R d R b ● C C O O H R c R a R d R b C C O H ● O +
  • 18.
  • 19. Reaction Pathway Generic: Example: Classic low temperature alkane pathway R + O 2 = ● R +O 2 H ● R + O 2 = ● ROO ● ROO = ● QOOH ● QOOH + O 2 = ● OOQOOH ● OOQOOH = ● OQOOH + OH ● OQOOH = products + OH CH 3 CH 2 CH 2 CH 3 + O 2 = ● CH 2 CH 2 CH 2 CH 3 + O 2 H ● CH 2 CH 2 CH 2 CH 3 + O 2 = ● OOCH 2 CH 2 CH 2 CH 3 ● OOCH 2 CH 2 CH 2 CH 3 = HOOCH 2 ● CHCH 2 CH 3 HOOCH 2 ● CHCH 2 CH 3 + O 2 = HOOCH 2 CH(OO)CH 2 CH 3 HOOCH 2 CH(OO)CH 2 CH 3 = HCOCH(OOH)CH 2 CH 3 + OH HCOCH(OOH)CH 2 CH 3 = products + OH
  • 20. Reaction Pathway A pathway generates a sub-mechanism tree of reactions
  • 21.
  • 22.
  • 23.
  • 24.
  • 25. Controlled Generation Only products of last step are used in next step Examples: Moréac, G., Blurock, E. S.;Automatic generation of a detailed mechanism for the oxidation of n-decane, to be published in Comb. Sci. Technol. (2006) Blurock, E. S., Detailed Mechanism Generation 1: Generalized Reactive Properties as Reaction Class Substructures. J. Chem. Inf. Comp. Sci., 44 , 1336-1347 (2004) Product pool Generate first step Seed molecule Generate Second step . . .
  • 26.
  • 27.
  • 28.
  • 29.
  • 30.
  • 31. Example of Chemical Lumping Schematic representation for the lumping of four different 5-ring alkylperoxy radicals 5r-C 7 H 14 OOH
  • 32. Lumped species in n -heptane Mechanism 6r-QOOH Species R O 2 Species p = 40bar,  = 1.0, T = 800K Concentration of Species Lumped Together Add to Single Lumped Species
  • 33. 1362 reactions 142 species n -C 7 H 16 L-C 7 H 15 L-C 7 H 15 O 2 A-5r B-5r C-5r D-5r A-6r B-6r C-6r D-6r A-7r B-7r C-7r D-7r A-8r B-8r C-8r D-8r L = Lumped species, 5r, 6r, 7r and 8r represent the size of the ring Lumped Mechanism : n -heptane 1624 reactions 203 species Detailed
  • 34. Lumped Mechanism – Same As Detailed Davis and Law Laminar flame speed for n -heptane/air mixture at p=1 bar and T i =298 K Experimental data (symbols) Detailed mechanism (solid line) Lumped mechanism (dashed line)
  • 35.
  • 36.
  • 37.
  • 38.
  • 39.
  • 40. Skeleton Mechanism : n -heptane 470 reactions 64 species N -C 7 H 16 L-C 7 H 15 L-C 7 H 15 O 2 A-5r B-5r C-5r D-5r A-6r B-6r C-6r D-6r A-7r B-7r C-7r D-7r Lumped n - C 7 H 16 L - C 7 H 15 L - C 7 H 15 O 2 A - 5r B - 5r C - 5r D - 5r A - 6r B - 6r C - 6r D - 6r A - 7r B - 7r C - 7r D - 7r A - 8r B - 8r C - 8r D - 8r L = Lumped species, 5r, 6r, 7r and 8r represent the size of the ring 1362 reactions 142 species n - C 7 H 16 L - C 7 H 15 L - C 7 H 15 O 2 A - 5r B - 5r C - 5r D - 5r A - 6r B - 6r C - 6r D - 6r A - 7r B - 7r C - 7r D - 7r A - 8r B - 8r C - 8r D - 8r L = Lumped species, 5r, 6r, 7r and 8r represent the size of the ring n - C 7 H 16 L - C 7 H 15 L - C 7 H 15 O 2 A - 5r B - 5r C - 5r D - 5r A - 6r B - 6r C - 6r D - 6r A - 7r B - 7r C - 7r D - 7r A - 8r B - 8r C - 8r D - 8r n - C 7 H 16 L - C 7 H 15 L - C 7 H 15 O 2 A - 5r B - 5r C - 5r D - 5r A - 6r B - 6r C - 6r D - 6r A - 7r B - 7r C - 7r D - 7r A - 8r B - 8r C - 8r D - 8r L = Lumped species, 5r, 6r, 7r and 8r represent the size of the ring 1362 reactions 142 species 1624 reactions 203 species Detailed
  • 41.
  • 42.
  • 43.
  • 44.
  • 45.
  • 46.
  • 47. Example: Library Probability Density Function ( PDF ) A stochastic method that uses distribution functions to describe the fluctuating scalars in a turbulent field. Pope, S. B. PDF methods for turbulent reactive flows. Prog. Energy Combust. Sci. 11 ,119-92 (1985). Flamelets “ Thin diffusion layers embedded in a turbulent non- reactive flow field.” Peters, N., Turbulent combustion, Cambridge University Press, Cambridge, (2000).
  • 48.
  • 49. Example of Adaptive Chemistry Two-zone zero-dimensional stochastic reactor model (SRM) for SI-Engine calculations. Each particle in the PDF (Probability Density Function) calls a different phase at each time-step during the calculation. The basic idea behind the SRM is to divide the mass within the cylinder into an arbitrary number of particles, and to use a Stochastic Monte Carlo process with an operator splitting algorithm.
  • 50.
  • 51. Optimization of Rate Coefficients Frequency Factor Temperature Exponent Activation Energy
  • 52. Optimization of Rate Coefficients Frenklach, M.; Wang H.; Rabinovitz, M. J., Prog. Energy Combustion Sci., 18 , 47-73 (1992). Function to Optimize Model – Experimental Data Response Surface y
  • 54.