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Heterogeneous Catalysis - Opportunities and Challenges
1. Heterogeneous Catalysis
Opportunities and challenges
• Challenges
–Societal needs
–Developing the basic understanding
• Opportunities
–Designing at the nano-scale
J. K. Nørskov
Center for Atomic-scale Materials Physics
Technical University of Denmark
norskov@fysik.dtu.dk
3. Dreaming on ….
• Heterogeneous catalysts for assymmetric synthesis
• Photolytic water splitting (hydrogen economy)
• Biomimetics, synthetic enzymes
• Non-thermal processes in general
(e.g. electro- and photocatalysis)
• …
See: E. Derouane, CATTECH 5, 226 (2001)
Challenges II
4. Challenges III
The science of heterogeneous catalysis:
• A comprehensive scientific basis
– Much has been done
– Much more is needed (oxides, size effects,
photocatalysis, electrocatalysis, relation to
homogeneous and enzyme catalysis …)
• Making the insight useful!
– The ultimate test
5. Opportunities
- design at the nano-scale
• Rational catalyst design
- Discovery on the basis of insight
• Data-driven methods
- Accelerated discovery by access to
large amounts of data
• Bio-inspired catalysis
6. Rational catalyst design
1. What determines the catalytic
activity/selectivity/lifetime ?
2. How can we affect it?
- We have tremendous new possibilities
15. Data driven methods
• High throughput screening
– Direct testing of many catalysts, fast,
efficiently
• Data mining
– Correlating catalytic activity/selectivity/
durability to descriptors that can be tabulated
16. The object of the game…
• Find sets of descriptors {Dik} of solid materials Mi , and a
mathematical model F such that Aij being the Turn Over
Frequency of Mi as catalyst for the reaction j at operationg
conditions Cj one has:
• Identify ranges of Dik that maximize F
• Screen Databases of Materials Properties before screening real
materials
• Better if one descriptor is sufficient, but do not take it for granted
• Much better if F has a sound physical basis
• Adsorbate/substrate bond strengths should provide good
descriptors according to the Sabatier principle
j
ik
j
i
ij C
D
F
C
M
A ,
,
Using DFT calculations
in the search of prospective catalysts
H. Toulhoat and P. Raybaud
Workshop Catalysis from
First Principles Vienna 02/02
17. Periodic Trends for E MC in Fm-3m (NaCl) carbides
Sc
Cr
V
Mn
Co
Ni
Y
Zr
Tc
Ru
Rh
Pd
Ta
Re
Os
Ir
Ti
Fe
Cu
Nb
Mo
La
Hf
W
Pt
Au
Ag
0
20
40
60
80
100
120
140
160
E
MC
YY/PAW/GGA/SP
(kJ/mol)
Using DFT calculations
in the search of prospective catalysts
H. Toulhoat and P. Raybaud
Workshop Catalysis from
First Principles Vienna 02/02
18. Adsorption of C2H4 100K
: di-s bound : p bound
: No ads.
Sc Ti V Cr Mn Fe Co Ni Cu
Y Zr Nb Mo Tc Ru Rh Pd Ag
La Hf Ta W Re Os Ir Pt Au
Ru
Rh
Fe
Cr
W
Ni
Ta
Pt (Diss.)
Ag
Au
Cu Pt(molec)
Pd
y = 6,267x - 287,99
R2
= 0,894
y = 1,9625x - 29,758
R2
= 0,791
0
100
200
300
400
500
600
0 20 40 60 80 100 120 140
E MC YY (@NaCl/PAW/GGA/SP) (kJ/mol)
Qads
exp.
C2H4/M
(kJ/mol)
• E MC @ Fm-3m
carbides is rather
consistent with
simple
chemisorption
models
• Onset of
dissociative
chemisorption as
MC bond strength
increases
Using DFT calculations
in the search of prospective catalysts
H. Toulhoat and P. Raybaud
Workshop Catalysis from
First Principles Vienna 02/02
19. Re3Ir
Ir3Re
Ir3Cu
Cu3Ir
Cu
Pd
Ru
Ir
Pt
Os
Re
Co
Ni
1,E+00
1,E+01
1,E+02
1,E+03
1,E+04
1,E+05
10 12 14 16 18 20 22 24 26 28 30
E MC YY (kCal.mol-1)
Rate
in
Hydrogenation
of
C6H6
(s
-1
)
TOF@30°C (M/Al2O3
Brunelle et al., 1977)
V théor.
• The
experimental
Alloying
effects is
correctly
predicted
Using DFT calculations
in the search of prospective catalysts
H. Toulhoat and P. Raybaud
Workshop Catalysis from
First Principles Vienna 02/02
20. Getting data/descriptors
• Structure (in situ)
• Spectroscopy (in situ)
• Surface thermochemistry
• Calculations
• …
There is a large need for systematic data
- and for good descriptors
21. Structure-activity Correlation
Hydrodesulfurization of thiophene
1.5
10
0.5
0
0 1 2 3
Number of Co edge atoms
(x1020/g catalyst)
HDS
activity
(x10
2
/mol/g/h)
Topsøe, Clausen, Massoth
Hydrotreating Catalysis, Science and Technology
(Anderson and Boudart (Eds.), Springer (1996).
24. Descriptors from
DFT
Correlation between adsorption
energies and activation barriers
and the d-band center
Mavrikakis , Hammer, Nørskov
Phys. Rev. Lett. 81, 2819 (1998)
25. CO tolerance of Pt alloy anodes for PEM fuel cells
Pt
M
-0,5
0,0
0,5
1,0
1,5
2,0
Au
Ir
Ag
Pd
Rh
Ru
Cu
Ni
Co
Fe
Pt
E
CO
,
eV
-
d
,
eV
Substrate M
-0,2
0,0
0,2
0,4
0,6
0,8
1,0
0,0
0,2
0,4
0,6
0,8
1,0
Measured overages of CO on the alloy electrodes
with 100 ppm CO/H2
M. Watanabe et al., Phys. Chem. Chem. Phys. 3 (2001) 306
1-
co
Calculated changes in CO adsorption energy
S. Gottesfeld et al.,
J. Electrochem. Soc. 148 (2001) A11.
Christoffersen, Liu, Ruban, Skriver, Nørskov, J.Catal. 199, 123 (2001)
26. How can the d-band center be changed?
Calculated d band shifts:
Ruban, Hammer, Stoltze, Skriver, Nørskov, J.Mol.Catal. A 115, 421 (1997)
Overlayer
Host
28. Methane activation on Ni/Ru
Ni Coverage [ML]
0 1 2
Initial
sticking
probability
0
1e-7
2e-7
3e-7
4e-7
5e-7
Thermal dissociation of CH4
at T = 530 K
Egeberg, Chorkendorff, Catal. Lett. 77, 207 (2001)
29. Lessons from biology
• Catalysis at ambient temperature and
pressure
• Extreme selectivity
• Direct coupling of energy into the important
reaction coordinate (non-thermal catalysis)
30. Nitrogenase
8e
8H
N2 2
3 H
2NH
nitrogenase
ATP
FeP +
2
(MgATP) MoFeP 1
k
1
-
k
FeP 2
(MgATP) MoFeP
4
k 2
k
nucleotide
replacement
ATP cleavage
electron transfer
ox
FeP 2
(MgADP) + MoFeP
3
k
3
-
k ox
FeP 2
i )
P
(MgADP, MoFeP
reduction
complex formation
complex dissociation
-
4
AlF
ADP
Fe protein
Fe protein
MoFe protein 4Fe-4S cluster
P-cluster
FeMo cofactor
Burgess, Lowe, Chem. Rev. 96, 2983 (1996)
Schindelin, Kisker, Schlessman, Howard, Rees, Nature 387, 370 (1997)
32. The Fe Protein cycle
1)
2)
3)
4)
E
E
E
MoFe protein
FeMoco P-cluster
Fe protein
4Fe-4S cluster
ATP
ADP
2
4
HPO
See also: Spee, Arendsen, Wassnik, Marrit, Hagen, Haaker, FEBS Lett. 432, 55 (1998)
33. Comparing the FeMoco and Ru(0001)
Rod, Logadottir, Nørskov
J.Chem.Phys. 112, 5343 (2000)
34. Status
• Well developed basic understanding – theory-experiment
• Beginning to be able to use it directly in catalyst design
• Some activity-descriptor correlations
• Host of new in situ methods for catalyst characterization
• New very powerful screening methods
• We have a starting point which is radically different from
the situation 5 or 10 years ago!
35. Moving forward
• More basic understanding –theory-experiment
• Integration of the conceptual framework for
heterogeneous, homogeneous and enzyme catalysis
• More systematic data (descriptors)
• Better synthesis methods
• Better coupling of catalyst design and process engineering
• INTEGRATION