AIChE Annual Meeting, 11/11/2009
First principles based simulations of steam cracking of ethane/propane and ethane/butane mixtures M.K. Sabbe, K.M. Van Geem, M.-F. Reyniers, G.B. Marin
Laboratory for Chemical Technology http://www.lct.ugent.be
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AIChE Annual Meeting, 11/11/2009
Steam cracking • • • •
Ethane, naphtha, … ethene, propene, … Ethene production 113 106 tpa Cracking (850–1100K) in tubular reactor Energy consumption: 8% of total chemical industry primary energy use 2
C - C scission
+
+ +
H abstraction scission
+ 2
AIChE Annual Meeting, 11/11/2009
Objective Reactor simulation for hydrocarbon radical chemistry Reactor model
Reaction network
Solver
Kinetic and thermodynamic data
Develop a consistent data set based on ab initio calculations for the simulation of a steam cracker
?
> 1000 reactions using group additive models based on ab initio data Larger species Evaluate performance for: Co-cracking of Ethane/propane/butane mixtures
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AIChE Annual Meeting, 11/11/2009
Outline Introduction Group additive method Thermodynamic and kinetic parameters Reactor simulation Conclusions
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AIChE Annual Meeting, 11/11/2009
Group additivity: Benson Benson group
X1 C
X4
H C Cd Ct Cb C–(X1)(X2)(X3)(X4) X= C° Cd° Ct° Cb°
X2
X3
Group additivity for thermochemistry f
GAV f (group i ) i
Group additive values (GAV)
NNI j
f
o o o H , S , C S S f int p int
R ln(
j
nopt
)
Corrections for Non-nearest Neighbor Interactions (NNI)
… 5
AIChE Annual Meeting, 11/11/2009
Group additivity for kinetics ‡
Ea
Transition state for addition
H
1
fH
‡
n RT
fH
TS
reactants
GAVTS C , X ,Y , Z
‡
1
GAVreactants
n RT 1
‡
n RT
C , X ,Y , Z
GAV (Ci )
1
‡
n RT
C , X ,Y , Z
Ea ,ref
GAV (Ci ) C
Arrhenius equation
k
Ae
Ea RT
Group additivity for Arrhenius parameters 3
Ea (T )
GAVEoa (Ci )
Ea,ref (T ) i 1
log A(T )
Number of single events
~ log Aref (T )
3
GAV (Ci ) log ne i 1
ne
nopt,‡ nopt, j
j j ‡
j
Proposed by Saeys et al. for activation energies (AIChE J. 2004, 50 (2), 426-444. )
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AIChE Annual Meeting, 11/11/2009
Group additivity for kinetics Example: radical addition (tert-butyl + iso-butene), 1000 K CH3
H3C
•
C3
CH3
H
H
H
CH3
C3
C2
C1 •
CH3
H
CH3
CH3 C2
+
CH3 H3C
C1 CH3
Ea= Ea,
Ref
CH3 + C2H4 43.1 kJmol-1
H3C
CH3 C3
H3C
CH3 C2
C1• CH3
+ ΔGAVo(C1) + ΔGAVo(C2) + ΔGAVo(C3) C1-(C)2
C2-(H)2
C3-(C)3
-3.1 kJmol-1
0 kJmol-1
-12.1 kJmol-1
Ea,GA = 27.9 kJmol-1 CH3 + C2H4 8.968
‡
C1-(C)2 +0.091
log(AGA /m3mol-1s-1)= 5.209
Ea, ab initio= 29.0 kJmol-1 C1-(H)2 +0
C3-(C)3 ne -1.151 +log2
logAab initio= 5.175 7
AIChE Annual Meeting, 11/11/2009
Outline Introduction Group additive method Thermodynamic and kinetic parameters
Reactor simulation Conclusions
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AIChE Annual Meeting, 11/11/2009
Thermodynamics: initio based GAV Thermodynamics: group ab additivity CBS-QB3 + 1D-HR Number of GAVs determined Family Determined New NNI Alkanes 4 0 2 Alkenes 17 2 3 Alkynes 28 9 1 Aromatics 18 5 0 Radicals 34 25 2 Total 95 41 10
2-methylnonane
= 1
+ 6
+ 3
MAD between 14 GA predicted and CBS-QB3 calculated values (kJmol-1; J mol-1 K-1)
Hfo(298K) MAD
1.7
So(298K)
Cpo(300K)
Cpo(1000K)
2.9
2.2
0.5
Sabbe et al., J.Phys.Chem.A, 109:7466 (2005) Sabbe et al., J.Phys.Chem.A, 112:12235 (2008)
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AIChE Annual Meeting, 11/11/2009
Kinetics: group additivity CBS-QB3 +1D HR forming/breaking bond + Eckart tunneling Family Number of GAV° (1000 K) C° addition/ -scission 46 1.6 H° addition/ -scission 31 1.6 H abstraction 26 + 4 resonan. correc. 1.8 Total 103 + 4 resonan. correc.
=
Sabbe et al. J.Phys.Chem.A 2007, 111 (34), 8416-8428 Vandeputte et al. J.Phys.Chem.A, 2007, 111 (46), 11771-11786. Sabbe et al. ChemPhysChem 2008, 9 (1), 124-140. Sabbe et al. ChemPhysChem, 2009, in press. Sabbe et al. PhysChemChemPhys, 2010, DOI: 10.1039/b919479g
Group additivity performance 10
1000 K 8
logkGA
Factor of deviation with ab initio rate coefficient
kcalc for kcalc kAI kAI kAI for kAI kcalc kcalc
6 H additions
4
H β scission C addition
2
C β scission H-abstraction
0 0
2
4
6
8
log(kAI/m³mol-1s-1;s-1)
10 10
AIChE Annual Meeting, 11/11/2009
Outline Introduction Group additive method Thermodynamic and kinetic parameters Reactor simulation Reaction network Reactor model Pilot plant simulations Industrial simulation
Conclusions 11
AIChE Annual Meeting, 11/11/2009
Reaction network Reaction network Automatically generated Only elementary reactions 130 species 37 molecules 93 radicals
1514 reactions reversible reactions
thermodynamic consistency incorporated range: H2, CH4, …
benzene, toluene
K eq
k forward k reverse
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AIChE Annual Meeting, 11/11/2009
Reactor model: pilot experiments preheating
P
P
P
P
P
T
C5+ - analysis
Effect of varying process conditions in 12 experiments?
reactor zone
mixing
water
hydrocarbons
TLE
Pilot plant cell 2
cell 3
cell 4
cell 5
cell 6
cell 7
- process gas temperature measurement Furnace characteristics and Process variables
Furnace Furnace length Furnace height Furnace width
Process variables 4.0 m 2.6 m 0.7 m
Reactor coil
Reactor length Reactor diameter Material
C4- - analysis
cell 1
23.14 m 10-2 m Incoloy 800HT
Feed flow rate ethane propane butane methane Steam dilution COT COP
3.1 – 4 kg/h 10 - 68 wt% 19 - 77 wt% 0 - 24 wt% < 3 wt% 0 – 0.3 kg/kg 1004-1121 K 0.152-0.296 MPa
Small reactor diameter →1D reactor model is sufficient
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AIChE Annual Meeting, 11/11/2009
Simulation results: pilot: ethane cracking Product yields for 7 pilot experiments 100
Varying process parameters
Simulated Product Yield (wt%)
90
ethene ethane
80
Steam dilution
0.25-0.6 kg/kg
COT
1063-1163 K
70 7
60
Hydrogen
6
50
5
40
4
Methane Ethyne Propene
3
30
1,3-Butadiene
2
20
1
10
0
Benzene
0
1
2
3
4
5
6
7
0 0
20
40
60
80
Experimental Product Yield (wt%)
Sabbe et al., submitted to AIChE J.,
100
Perfect conversion and major product yields, without a single adjusted parameter 14
AIChE Annual Meeting, 11/11/2009
Simulation results: pilot: C2/C3 Main process variables
Feed
50 wt% C2 50 wt%C3
COT
1111 K
COP
0.298 MPa
Steam dilution
0.3 kg/kg
45 40
Experimental
35
Simulated
30 25 20 15 10 5 0 CH4
CH4
C2H4
C2H6
C3H6
C3H8
1,3-butadiene
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AIChE Annual Meeting, 11/11/2009
Simulation results: pilot: C2/C3/C4 Varying process variables
Feed
10 wt% C2 66-77 wt% C3 12-23 wt% C4
COT
1091-1123 K
COP
0.158-0.164 MPa
Steam dilution
0 kg/kg
Ab initio predicted yield (wt%)
35
methane 30
ethene 25
ethane 20
propene 15
propane 10
1,3-butadiene 5
n-butane 0
0
5
10
15
20
25
30
Experimental yield (wt%)
35 16
AIChE Annual Meeting, 11/11/2009
Simulation results: pilot: C1/C2/C3/C4 Varying process variables
Feed
3 wt% C1 67 wt% C2 22 wt%C3 8 wt% C4
COT
1005-1119 K
COP
0.152-0.157 MPa
Steam dilution
0 kg/kg
Excellent conversion and major product yields, without a single adjusted parameter
7
methane 60
Ab initio predicted yield (wt%)
Ab initio predicted yield (wt%)
70
ethene ethane
50
propene 40
propane 30 20 10
1,3-butadiene 6
1-butene
5
n-butane
benzene 4
H2 3 2 1
0
0 0
10
20
30
40
50
60
Experimental yield (wt%)
70
0
1
2
3
4
5
6
Experimental yield (wt%)
7
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AIChE Annual Meeting, 11/11/2009
Simulation results: pilot experiments z=21.56m ; T=1151.5 K. F0 = 0.92 g s-1 ; δ = 0.583 kg/kg COT = 1101 K ; COP = 1.91 105 Pa
Rates relative to C2H6 decomposition
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AIChE Annual Meeting, 11/11/2009
Simulation results: pilot experiments Main benzene formation pathway
Under steam cracking conditions (T