To elucidate the effect of the architecture of supported bimetallic nanocatalysts, we developed a new lattice kinetic Monte Carlo based on the classifying and counting adsorption sites with respect to their generalized coordination number. We employed this tool to estimate the activity of MgO-supported PtNi nanoalloys for oxygen reduction. We demonstrated that the presence of Ni atoms in contact with the substrate massively enhances their activity with at least a 7-order of magnitude increase in the turnover of water production with respect to the case where only Pt lay at the interface. We further discussed how the nanoalloy shape affects the activity showing that truncated octahedra are 102 more active than cuboctahedra of similar size. We explained our results in terms of their distinct distribution and occurrence of the most active sites for oxygen reduction leading to the stabilization of different chemical species during the reaction dynamics. Our results suggest that engineering multifaceted and long edge PtNi-nanoalloys with a certain chemical ordering at the support interface would improve their catalytic performance for the oxygen reduction reaction.

1.
K. C.
Taylor
, “
Automobile catalytic converters
,” in
Catalysis
(
Springer
,
1984
), pp.
119
170
.
2.
G.
Ertl
, “
Reactions at surfaces: From atoms to complexity (Nobel Lecture)
,”
Angew. Chem., Int. Ed.
47
,
3524
(
2007
).
3.
G. J.
Hutchings
,
C.
Richard
,
A.
Catlow
,
C.
Hardacre
, and
M. G.
Davidson
, “
Catalysis making the world a better place: satellite meeting
,”
Phil. Trans. R. Soc. A
374
(
2061
),
20150358
(
2016
).
4.
B. C.
Steele
and
A.
Heinzel
, “
Materials for fuel-cell technologies
,” in
Materials for Sustainable Energy: A Collection of Peer-Reviewed Research and Review Articles from Nature Publishing Group
(
World Scientific
,
2011
), pp.
224
231
.
5.
Y.
Min
,
M.
Akbulut
,
K.
Kristiansen
,
Y.
Golan
, and
J.
Israelachvili
, “
The role of interparticle and external forces in nanoparticle assembly
,” in
Nanoscience and Technology: A Collection of Reviews from Nature Journals
(
World Scientific
,
2010
), pp.
38
49
.
6.
A.
Gould
,
A.
Logsdail
, and
C.
Catlow
, “
Influence of composition and chemical arrangement on the kinetic stability of 147-atom Au-Ag bimetallic nanoclusters
,”
J. Phys. Chem. C
119
,
23685
23697
(
2015
).
7.
T. S.
Rodrigues
,
A. G.
da Silva
, and
P. H.
Camargo
, “
Nanocatalysis by noble metal nanoparticles: Controlled synthesis for the optimization and understanding of activities
,”
J. Mater. Chem. A
7
,
5857
5874
(
2019
).
8.
F. F.
Tao
,
S.
Zhang
,
L.
Nguyen
, and
X.
Zhang
, “
Action of bimetallic nanocatalysts under reaction conditions and during catalysis: Evolution of chemistry from high vacuum conditions to reaction conditions
,”
Chem. Soc. Rev.
41
,
7980
7993
(
2012
).
9.
N.
Alyabyeva
,
A.
Ouvrard
,
A.-M.
Zakaria
, and
B.
Bourguignon
, “
Probing nanoparticle geometry down to subnanometer size: The benefits of vibrational spectroscopy
,”
J. Phys. Chem. Lett.
10
,
624
629
(
2019
).
10.
H.
Kuhlenbeck
,
S.
Shaikhutdinov
, and
H.-J.
Freund
, “
Well-ordered transition metal oxide layers in model catalysis: A series of case studies
,”
Chem. Rev.
113
,
3986
4034
(
2013
).
11.
L.
Liu
and
A.
Corma
, “
Metal catalysts for heterogeneous catalysis: From single atoms to nanoclusters and nanoparticles
,”
Chem. Rev.
118
,
4981
5079
(
2018
).
12.
S.
Mourdikoudis
,
R. M.
Pallares
, and
N. T.
Thanh
, “
Characterization techniques for nanoparticles: Comparison and complementarity upon studying nanoparticle properties
,”
Nanoscale
10
,
12871
12934
(
2018
).
13.
C. L.
Do
,
T.
San Pham
,
N. P.
Nguyen
,
V. Q.
Tran
, and
H. H.
Pham
, “
Synthesis and characterization of alloy catalyst nanoparticles PtNi/C for oxygen reduction reaction in proton exchange membrane fuel cell
,”
Adv. Nat. Sci.: Nanosci. Nanotechnol.
6
,
025009
(
2015
).
14.
R.
Ghosh Chaudhuri
and
S.
Paria
, “
Core/shell nanoparticles: Classes, properties, synthesis mechanisms, characterization, and applications
,”
Chem. Rev.
112
,
2373
2433
(
2011
).
15.
B.
Hammer
and
J. K.
Norskov
, “
Why gold is the noblest of all the metals
,”
Nature
376
,
238
(
1995
).
16.
L. L.
Chng
,
N.
Erathodiyil
, and
J. Y.
Ying
, “
Nanostructured catalysts for organic transformations
,”
Acc. Chem. Res.
46
,
1825
1837
(
2013
).
17.
F.
Abild-Pedersen
,
J.
Greeley
,
F.
Studt
,
J.
Rossmeisl
,
T.
Munter
,
P. G.
Moses
,
E.
Skulason
,
T.
Bligaard
, and
J. K.
Nørskov
, “
Scaling properties of adsorption energies for hydrogen-containing molecules on transition-metal surfaces
,”
Phys. Rev. Lett.
99
,
016105
(
2007
).
18.
F.
Calle-Vallejo
,
J. I.
Martínez
,
J. M.
García-Lastra
,
P.
Sautet
, and
D.
Loffreda
, “
Fast prediction of adsorption properties for platinum nanocatalysts with generalized coordination numbers
,”
Angew. Chem., Int. Ed.
53
,
8316
8319
(
2014
).
19.
G. G.
Asara
,
L. O.
Paz-Borbón
, and
F.
Baletto
, “
“Get-in-touch and keep-in-contact”: Interface effect on the oxygen reduction reaction activity for supported PtNi nanoparticles
,”
ACS Catal.
6
,
4388
4393
(
2016
).
20.
M.
Rück
,
A.
Bandarenka
,
F.
Calle-Vallejo
, and
A.
Gagliardi
, “
Oxygen reduction reaction: Rapid prediction of mass activity of nanostructured platinum electrocatalysts
,”
J. Phys. Chem. Lett.
9
,
4463
4468
(
2018
).
21.
K.
Rossi
,
G. G.
Asara
, and
F.
Baletto
, “
Correlating oxygen reduction reaction activity and structural rearrangements in MgO-supported platinum nanoparticles
,”
ChemPhysChem
20
,
3037
3044
(
2019
).
22.
L. G.
Verga
,
A. E.
Russell
, and
C.-K.
Skylaris
, “
Ethanol, O, and CO adsorption on Pt nanoparticles: Effects of nanoparticle size and graphene support
,”
Phys. Chem. Chem. Phys.
20
,
25918
(
2018
).
23.
M.
Jørgensen
and
H.
Grönbeck
, “
Perspectives on computational catalysis for metal nanoparticles
,”
ACS Catal.
9
,
8872
8881
(
2019
).
24.
M.
Jørgensen
and
H.
Grönbeck
, “
MonteCoffee: A programmable kinetic Monte Carlo framework
,”
J. Chem. Phys.
149
,
114101
(
2018
).
25.
M.
Jørgensen
and
H.
Grönbeck
, “
Scaling relations and kinetic Monte Carlo simulations to bridge the materials gap in heterogeneous catalysis
,”
ACS Catal.
7
,
5054
5061
(
2017
).
26.
G. E.
Johnson
,
R.
Colby
, and
J.
Laskin
, “
Soft landing of bare nanoparticles with controlled size, composition, and morphology
,”
Nanoscale
7
,
3491
3503
(
2015
).
27.
S.-I.
Choi
,
S.
Xie
,
M.
Shao
,
J. H.
Odell
,
N.
Lu
,
H.-C.
Peng
,
L.
Protsailo
,
S.
Guerrero
,
J.
Park
,
X.
Xia
 et al., “
Synthesis and characterization of 9 nm Pt–Ni octahedra with a record high activity of 3.3 A/MgPt for the oxygen reduction reaction
,”
Nano Lett.
13
,
3420
3425
(
2013
).
28.
K.
Rossi
,
G. G.
Asara
, and
F.
Baletto
, “
A genomic characterisation of monometallic nanoparticles
,”
Phys. Chem. Chem. Phys.
21
,
4888
4898
(
2019
).
29.
D.
Schmidt
, KMC_ORR: A lattice KMC for the oxygen evolution onto PtNi,
2018
, https:/github.com/kcl-tscm/KMC_ORR.
30.
A. F.
Voter
, “
Introduction to the kinetic Monte Carlo method
,” in
Radiation Effects in Solids
(
Springer
,
2007
), pp.
1
23
.
31.
K.
Rossi
,
T.
Ellaby
,
L. O.
Paz-Borbón
,
I.
Atanasov
,
L.
Pavan
, and
F.
Baletto
, “
Melting of large Pt@MgO(1 0 0) icosahedra
,”
J. Phys.: Condens. Matter
29
,
145402
(
2017
).
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