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       Reaction Mechanism Generator:
       Cheminformatics for Kinetic Modeling
Richard H. West
William H. Green et al.
ACS Boston, August 2010




         Massachusetts Institute of Technology
World temperature is rising

                              1
   Temperature anomaly (°C)




                              -1
                                1000          2000
                                       Year
Atmospheric CO2 concentration is rising

                             385
   CO2 concentration (PPM)




                             315
                                   1960          2000
                                          Year
Transport sector contributes 18% globally



                       Transport




                               Global CO2
                               emissions
We need...




             ENGINES

             FUELS
We need...




 EFFICIENT-ENGINES

             BIOFUELS
Combustion chemistry is complex


                        10
  Ignition delay (ms)




                         1




                        0.1


                         1250              900            715
                                Initial temperature (K)
Modern kinetic models are large

                                   1000
        Species in kinetic model




                                     0
                                            1                     8
                                          C atoms in largest alkane
Reaction Mechanism Generator

automatically builds detailed kinetic models




              rmg.sourceforge.net
              facebook.com/rmg.mit
Automatic reaction mechanism generation
needs methods to:

1. Represent molecules
   (and identify duplicates)



2. Create reactions
   (and then new species)
                                +
                          CH3




3. Estimate thermo and kinetic parameters
   (quickly!)
Molecules are represented as graphs




                             H        H

CH3CH2.         =      H
                            C         C*

                            H              H
Thermochemistry is estimated
by Benson group contributions


                             C-(C)(H)3



                               C-(C)2(H)2



                                   Cb-(H)


           C-(C)(Cb)(O)(H)
Solvation energy predictions
enable solution-phase modeling




                                                            Preferred Format




                        !
                                                                     !
                                                            This 2 colour version (Bl
                                                            most preferred. When b
                                                            colour process it must a
                                                            in this format.
                                                            File name: ACD10logo.e


    Free energies of solvation: prediction vs. experiment   One Colour – PMS 3
Reaction families propose all possible
reactions with given species

•Template     for recognizing reactive sites

•Recipe    for changing the bonding at the site

•Rules   for estimating the rate
                                                        bond breaking and
                                                        hydrogen abstraction




                                       intramolecular
                                       H-abstraction
Reaction families propose all possible
reactions with given species

•Template     for recognizing reactive sites

•Recipe    for changing the bonding at the site

•Rules   for estimating the rate
Octane autoxidation has many pathways
•Some pathways go further than others.
Faster pathways are explored further


                          B
                                      E
                     A        D
                          C
                                  F

                                          H
                          B
                                      E
                      A       D
                          C               G
                                  F
Octane autoxidation




                             15,000 species
                             180,000 reactions
                      100 species
                      1000 reactions
Butanol
  Butanol combustion. Michael Harper. Wednesday 11:20am.
  Caspian/Renaissance. FUEL: Green Fuels.
JP-10 jet fuel
  JP-10 combustion. Gregory Magoon. Wednesday 10:15am.
  157C. COMP: Success Stories in Computer-Guided Chemistry



                                        Unique       Unique
                                        Species     Reactions
                           Literature
                             (2001)
                                         36           174

                            RMG
                          final model
                                         317         7,715

                            RMG
                          considered
                                        25,000      1.27m
How to cope with combinatorial explosion of
model size with large fuel compounds?

                                                                            0.0556




         0.0556

                                                                   Unique            1

                                                                                          Unique
                                                                   Species               Reactions
0.0556                                     1




                                           Start
                                                                        8                   0
                                                      Scale = 1.9e-10                            Scale = 1.9e-10
                                                             -                                          -




                  1




                                        1 complete
                                                                        50               1,300
                      Scale = 1.9e-10
                             -




                                        generation

                                        2 complete
                                        generations
                                                                1,000                    40,000

                                        7-component surrogate diesel and O2
How to set up web services for overall vision
of chemical kinetics community?
Any answers?
 email: rwest@mit.edu
twitter: richardhwest
github: rwest


                    rmg.sourceforge.net
                    facebook.com/rmg.mit


           Massachusetts Institute of Technology

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Reaction Mechanism Generator: Cheminformatics for Kinetic Modeling

  • 1. email: rwest@mit.edu twitter: richardhwest github: rwest Reaction Mechanism Generator: Cheminformatics for Kinetic Modeling Richard H. West William H. Green et al. ACS Boston, August 2010 Massachusetts Institute of Technology
  • 2. World temperature is rising 1 Temperature anomaly (°C) -1 1000 2000 Year
  • 3. Atmospheric CO2 concentration is rising 385 CO2 concentration (PPM) 315 1960 2000 Year
  • 4. Transport sector contributes 18% globally Transport Global CO2 emissions
  • 5. We need... ENGINES FUELS
  • 7. Combustion chemistry is complex 10 Ignition delay (ms) 1 0.1 1250 900 715 Initial temperature (K)
  • 8. Modern kinetic models are large 1000 Species in kinetic model 0 1 8 C atoms in largest alkane
  • 9. Reaction Mechanism Generator automatically builds detailed kinetic models rmg.sourceforge.net facebook.com/rmg.mit
  • 10. Automatic reaction mechanism generation needs methods to: 1. Represent molecules (and identify duplicates) 2. Create reactions (and then new species) + CH3 3. Estimate thermo and kinetic parameters (quickly!)
  • 11. Molecules are represented as graphs H H CH3CH2. = H C C* H H
  • 12. Thermochemistry is estimated by Benson group contributions C-(C)(H)3 C-(C)2(H)2 Cb-(H) C-(C)(Cb)(O)(H)
  • 13. Solvation energy predictions enable solution-phase modeling Preferred Format ! ! This 2 colour version (Bl most preferred. When b colour process it must a in this format. File name: ACD10logo.e Free energies of solvation: prediction vs. experiment One Colour – PMS 3
  • 14. Reaction families propose all possible reactions with given species •Template for recognizing reactive sites •Recipe for changing the bonding at the site •Rules for estimating the rate bond breaking and hydrogen abstraction intramolecular H-abstraction
  • 15. Reaction families propose all possible reactions with given species •Template for recognizing reactive sites •Recipe for changing the bonding at the site •Rules for estimating the rate
  • 16. Octane autoxidation has many pathways
  • 17. •Some pathways go further than others.
  • 18. Faster pathways are explored further B E A D C F H B E A D C G F
  • 19. Octane autoxidation 15,000 species 180,000 reactions 100 species 1000 reactions
  • 20. Butanol Butanol combustion. Michael Harper. Wednesday 11:20am. Caspian/Renaissance. FUEL: Green Fuels.
  • 21. JP-10 jet fuel JP-10 combustion. Gregory Magoon. Wednesday 10:15am. 157C. COMP: Success Stories in Computer-Guided Chemistry Unique Unique Species Reactions Literature (2001) 36 174 RMG final model 317 7,715 RMG considered 25,000 1.27m
  • 22. How to cope with combinatorial explosion of model size with large fuel compounds? 0.0556 0.0556 Unique 1 Unique Species Reactions 0.0556 1 Start 8 0 Scale = 1.9e-10 Scale = 1.9e-10 - - 1 1 complete 50 1,300 Scale = 1.9e-10 - generation 2 complete generations 1,000 40,000 7-component surrogate diesel and O2
  • 23. How to set up web services for overall vision of chemical kinetics community?
  • 24. Any answers? email: rwest@mit.edu twitter: richardhwest github: rwest rmg.sourceforge.net facebook.com/rmg.mit Massachusetts Institute of Technology