(399b) First Principles Based Simulations of Steam Cracking of Ethane/Propane and Ethane/Butane Mixtures
AIChE Annual Meeting
2009
2009 Annual Meeting
Computational Molecular Science and Engineering Forum
Chemistry and Kinetics Integrated CFD Modeling
Wednesday, November 11, 2009 - 12:48pm to 1:06pm
1. Introduction
Design and optimization of industrial steam cracking reactors
is focused on maximization of the product yields and the energy efficiency. An
adequate kinetic description of the reaction chemistry in combination with an
appropriate reactor model is essential for that purpose. This requires on the
one hand that the chemistry involved in the steam cracking is modeled
accurately at the molecular scale. On the other hand, the proposed reactor
model should be of sufficient complexity to allow a proper description of the
studied system. Only a fundamental simulation model with a reaction network
based on elementary reaction steps, a so called single event microkinetic
(SEMK) model, enables accurate and efficient modeling of the numerous reactions
taking place in a steam cracking reactor. Even for cracking of light
hydrocarbons, the networks describing the radical chemistry of the cracking
process can contain up to thousands of reactions and hundreds of species. It is
one of the most challenging tasks in reaction engineering to provide these
networks with accurate kinetic and thermodynamic data. For steam cracking, the
lack of thermodynamic and kinetic parameters for all elementary steps is commonly
circumvented by using a combination of parameters originating from various
sources such as kinetic databases (e.g. the NIST database), model predictions
(e.g. Evans-Polanyi relation, group additivity schemes) and fitting to
experimentally observed product yields. However, there is frequently a rather
large scatter on the reported kinetic data for a given reaction. Also, the use
of rate coefficients that are fitted to the observed product yields can obscure
deficiencies in the reaction network. Therefore, in this work, all required thermodynamic
and kinetic rate data are consistently obtained using group additive models
based on high-accuracy CBS-QB3 quantum chemical calculations.
2. Single
event microkinetic model
The SEMK model for steam cracking
consists of two parts: 1. the single event reaction network and 2. the reactor
model equations and the solver of the resulting set of differential algebraic
equations. The reaction network forms the heart of the SEMK model and determining
the net reaction rates requires that both the thermochemistry
and kinetics for each of the elementary steps in the reaction network are known.
Calculating all required parameters by ab initio methods is infeasible due to
the large number of reactions. Therefore, a group additive method is applied
that links the thermodynamics and kinetics for larger species to high-accuracy
ab initio data for smaller species.
The thermochemical values of primary importance for the
calculation of equilibrium coefficients and enthalpy balances, are the standard
enthalpy of formation DfH°(298 K), the standard entropy
S°(298 K) and the molar heat capacity at constant pressure Cp°(T),
for hydrocarbons and hydrocarbon radicals. Thermodynamic data have been
calculated using the CBS-QB3 method, involving corrections for all internal rotations.
The applied methodology yields very good agreement with experimental data for
standard enthalpies of formation (MAD=1.3 kJ mol-1), entropies
(MAD=1.2 J mol-1 K-1) and heat capacities (MAD=1.2 J mol-1
K-1). [1,2] From these data a set of 95 consistent group additive
values (GAVs) was derived for the calculation of the thermochemistry of large
hydrocarbons and hydrocarbon radicals, involving 41 GAVs that had not been
determined before.
To study the kinetics, the elementary reactions are grouped
into reaction families. The 3 studied reaction families that contribute most
significantly to the product yields in steam cracking are (i) radical addition to
an unsaturated bond and the reverse β scission, (ii) hydrogen abstraction,
and (iii) C-C and C-H bond scission and radical recombination reactions. Rate
coefficients for the elementary steps have been calculated by extending the
group additive method developed by Saeys et al.[3,4] to pre-exponential
factors. In the group additive method, the activation energy and the
pre-exponential factor are related to the structure of the transition state.
The group additive values are determined from kinetic parameters calculated using
the CBS-QB3 method taking into account the internal rotation about the
forming/breaking bond. Tunneling has also been accounted for when necessary. Out
of several ab initio methods, this method gave the best agreement in comparison
with experimental rate coefficients for a test set of 49 reactions containing
all the reaction families relevant to steam cracking. The CBS-QB3 method with hindered
rotation and Eckhart tunneling corrections yielded the lowest mean factor of
deviation from the experimental values, smaller than a factor 3 in all cases
which is better than many commonly used DFT-based methods.[5,6] Based on the
thermodynamic and kinetic data calculated in this work, a reaction network was
generated using the rate-based RMG code [7,8].
3. Reactor simulation
The reaction
network generated using only the ab initio thermodynamic and kinetic data has
already shown to yield excellent results for ethane cracking[9] and enabled,
for the first time, to simulate an industrial steam cracker on an entirely ab
initio basis without using a single adjustable parameter or experimental value.
In this work, simulation results are presented for the co-cracking of ethane,
propane and butane in the pilot plant set-up of the Laboratory for Chemical
Technology and in an industrial reactor. The
pilot plant experiments were performed in a broad range of experimental
conditions. Using the first principles based reaction network, the product yields
up to benzene could be reproduced within 15% for both pilot plant and
industrial reactor.
Acknowledgements
We are grateful for financial support from the Fund for Scientific
Research-Flanders (F.W.O.-Vlaanderen) and of the Institute for the Promotion of
Innovation through Science and Technology in Flanders (IWT-Vlaanderen).
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