TOUCAN: TOwards an Understanding of CAtalysis on Nanoalloys
Lead Research Organisation:
University of Cambridge
Department Name: Chemistry
Abstract
Nanoparticles differ in many ways from their "bulk" or "liquid" structures. Nanoparticles of transition metals have been widely used for accelerating important chemical reactions, thanks to their high surface to volume ratios and increasing surface energy when the cluster size decreases to a few tens of nanometers. Of particular interest are bi- and multi-metallic nanoparticles (the so-called "nanoalloys") due to the richness of structures and mixing patterns that they can exhibit and the control of chemical and physical properties that this affords.
Computational tools play a central role in designing and tailoring of nanomaterials, allowing us to find the "magic" nanoparticles for target applications, since the computing power will recreate and investigate in-silico the experimental conditions in order to suggest optimal candidates to industrial partners. A fundamental use of first-principles simulations in nanoalloy science focuses on the chemical reactions that they induce. It has been experimentally shown that heteroepitaxial grown strained over-layers can present chemical properties different than those of the unstrained surface of the same elements. This fact has been confirmed by first-principles calculations. However, at the nanoscale, due to their peculiar surface and bulk geometries, as well as various chemical orderings, even the characterization of chemisorption sites on nanoalloys is not an easy task.
In this proposed research programme, binary nanoalloys will be investigated for their potential catalytic properties. This project will focus mainly on Pt- alloys (i.e. PtAg and PtAu), Ni-alloys (i.e. AgNi, NiPt), Pd-alloys (i.e. PdAg, and PdPt), Co-alloys (i.e. AgCo and CoPt) and Fe-alloys (i.e. FePt and FeCo). Specific chemical reactions with a strong influence in the field of sustainable energy will be considered, such as CO2-capture, biomass processes - e.g. involving dissociation of CO and CH4, and NH3 dissociation for hydrogen production.
Two conditions must be fulfilled for a spontaneous chemical transformation to occur in the laboratory: (1) the final state must have a lower free energy than the initial state, and (2) there must be at least one pathway that allows the transformation to take place within a reasonable time. In simple chemical reactions, the transformation pathway (the reaction coordinate) is often well understood, which makes it possible to compute reaction rates and predict how external influences (such as catalysts) will affect these rates. However, there are many transformations, including
structural relaxation and nucleation in solids, where the trajectory can follow complex paths that correspond to cooperative or sequential motion of many degrees of freedom. From the point of view of computer simulation, such pathways correspond to rare events, because the waiting time required for the process of interest to occur is very large compared to the time taken for the event itself. To understand and control such complex transformations at the microscopic level, we need to characterise the underlying, high-dimensional potential energy landscape and sample the rare events directly. Based on this knowledge, we aim to predict the relevant transformation pathways and rates and, more ambitiously, to understand how we can influence these rates.
The project is comprised of four inter-linked projects which are aligned with the aims and objectives set out above:
P1. Construction of the Nanoalloy Database
P2. Determination of Thermal Stabilities of Nanoalloy Isomers
P3. Chemisorption Maps
P4. Reaction Rates for Molecular Dissociation on Nanoalloys
Computational tools play a central role in designing and tailoring of nanomaterials, allowing us to find the "magic" nanoparticles for target applications, since the computing power will recreate and investigate in-silico the experimental conditions in order to suggest optimal candidates to industrial partners. A fundamental use of first-principles simulations in nanoalloy science focuses on the chemical reactions that they induce. It has been experimentally shown that heteroepitaxial grown strained over-layers can present chemical properties different than those of the unstrained surface of the same elements. This fact has been confirmed by first-principles calculations. However, at the nanoscale, due to their peculiar surface and bulk geometries, as well as various chemical orderings, even the characterization of chemisorption sites on nanoalloys is not an easy task.
In this proposed research programme, binary nanoalloys will be investigated for their potential catalytic properties. This project will focus mainly on Pt- alloys (i.e. PtAg and PtAu), Ni-alloys (i.e. AgNi, NiPt), Pd-alloys (i.e. PdAg, and PdPt), Co-alloys (i.e. AgCo and CoPt) and Fe-alloys (i.e. FePt and FeCo). Specific chemical reactions with a strong influence in the field of sustainable energy will be considered, such as CO2-capture, biomass processes - e.g. involving dissociation of CO and CH4, and NH3 dissociation for hydrogen production.
Two conditions must be fulfilled for a spontaneous chemical transformation to occur in the laboratory: (1) the final state must have a lower free energy than the initial state, and (2) there must be at least one pathway that allows the transformation to take place within a reasonable time. In simple chemical reactions, the transformation pathway (the reaction coordinate) is often well understood, which makes it possible to compute reaction rates and predict how external influences (such as catalysts) will affect these rates. However, there are many transformations, including
structural relaxation and nucleation in solids, where the trajectory can follow complex paths that correspond to cooperative or sequential motion of many degrees of freedom. From the point of view of computer simulation, such pathways correspond to rare events, because the waiting time required for the process of interest to occur is very large compared to the time taken for the event itself. To understand and control such complex transformations at the microscopic level, we need to characterise the underlying, high-dimensional potential energy landscape and sample the rare events directly. Based on this knowledge, we aim to predict the relevant transformation pathways and rates and, more ambitiously, to understand how we can influence these rates.
The project is comprised of four inter-linked projects which are aligned with the aims and objectives set out above:
P1. Construction of the Nanoalloy Database
P2. Determination of Thermal Stabilities of Nanoalloy Isomers
P3. Chemisorption Maps
P4. Reaction Rates for Molecular Dissociation on Nanoalloys
Publications

Schebarchov D
(2018)
Structure, thermodynamics, and rearrangement mechanisms in gold clusters-insights from the energy landscapes framework.
in Nanoscale

Schebarchov D
(2014)
Degenerate Ising model for atomistic simulation of crystal-melt interfaces.
in The Journal of chemical physics

Stecher T
(2014)
Free Energy Surface Reconstruction from Umbrella Samples Using Gaussian Process Regression.
in Journal of chemical theory and computation

Szlachta W
(2014)
Accuracy and transferability of Gaussian approximation potential models for tungsten
in Physical Review B
Description | We have discovered new ways to employ computer simulations to predict the structure and thermodynamics of nanoalloys. |
Exploitation Route | Dissemination of the public domain computer programs. |
Sectors | Chemicals,Digital/Communication/Information Technologies (including Software) |
Description | Mostly through dissemination of public domain computer programs. For nanoalloy structure prediction, it is the GMIN, PATHSAMPLE and OPTIM programs that are relevant. |
First Year Of Impact | 2013 |
Sector | Chemicals |
Impact Types | Societal |
Description | ERC Advanced Grant |
Amount | £2,000,000 (GBP) |
Funding ID | ERC-AdG 267369 |
Organisation | European Commission |
Sector | Public |
Country | European Union (EU) |
Start | 03/2011 |
End | 03/2016 |
Description | Knowledge Transfer Fellowship |
Amount | £60,000 (GBP) |
Organisation | University of Sheffield |
Department | EPSRC KTA Knowledge Transfer Account |
Sector | Academic/University |
Country | United Kingdom |
Start | 11/2015 |
End | 10/2016 |
Description | Programme grant for self-organisation involving Cambridge, Oxford and Birmingham. |
Amount | £3,187,961 (GBP) |
Funding ID | EP/I001352/1 |
Organisation | Engineering and Physical Sciences Research Council (EPSRC) |
Sector | Public |
Country | United Kingdom |
Start | 01/2010 |
End | 01/2015 |
Title | GMIN |
Description | computer program for global optimisation and enhanced thermodynamic sampling. |
Type Of Material | Improvements to research infrastructure |
Provided To Others? | Yes |
Impact | worldwide use of group software. This is a key research tool, under constant development, including new approaches for multifunnel landscapes. |
URL | http://www-wales.ch.cam.ac.uk/GMIN/ |
Title | OPTIM |
Description | Program for characterising pathways and mechanisms |
Type Of Material | Improvements to research infrastructure |
Provided To Others? | Yes |
Impact | wordwide use of group software, This is a key research tool, under constant development. |
URL | http://www-wales.ch.cam.ac.uk/OPTIM/ |
Title | pele |
Description | Graphical suite of python routines for exploring energy landscapes |
Type Of Material | Improvements to research infrastructure |
Year Produced | 2013 |
Provided To Others? | Yes |
Impact | Widespread use of group theory and simulation tools |
URL | http://pele-python.github.io/pele/ |
Title | Cambridge Landscapes Database |
Description | Software downloads, documentation, and global minima/structure predictions for atomic and molecular clusters and soft and condensed matter |
Type Of Material | Computer model/algorithm |
Year Produced | 2006 |
Provided To Others? | Yes |
Impact | Widespread use of structure predictions by both theory and experimental teams |
URL | http://www-wales.ch.cam.ac.uk/CCD.html |
Title | GMIN |
Description | global optimisation |
Type Of Technology | Software |
Year Produced | 2016 |
Open Source License? | Yes |
Impact | widespread use of basin-hopping |
URL | http://www-wales.ch.cam.ac.uk/GMIN/ |
Title | PATHSAMPLE |
Description | Harvesting a kinetic transition network for analysis of rare event dynamics. Calculation of phenomenological rates. |
Type Of Technology | Software |
Year Produced | 2016 |
Open Source License? | Yes |
Impact | Widespread use of discrete path sampling |
URL | http://www-wales.ch.cam.ac.uk/PATHSAMPLE/ |
Title | pele |
Description | Graphical based suit of software based on python for exploring energy landscapes |
Type Of Technology | Software |
Year Produced | 2016 |
Open Source License? | Yes |
Impact | Easy introduction to the potential energy landscape approach for new users. |
URL | http://pele-python.github.io/pele/ |
Description | 4th TYC Energy Material Workshop |
Form Of Engagement Activity | Participation in an activity, workshop or similar |
Part Of Official Scheme? | No |
Geographic Reach | International |
Primary Audience | Professional Practitioners |
Results and Impact | The workshop was focused on shaping nanocatalysts. Both experimental and theoretical researchers participated, sparking valuable cross-talk between the two groups. |
Year(s) Of Engagement Activity | 2016 |
URL | http://www.thomasyoungcentre.org/events/energy-materials-workshop/workshop-programme/ |
Description | Departmental Seminar (Auckland, New Zealand) |
Form Of Engagement Activity | A talk or presentation |
Part Of Official Scheme? | No |
Geographic Reach | International |
Primary Audience | Postgraduate students |
Results and Impact | Around 20 students and academics (from the Physics Department at Auckland University) attended the talk showcasing the nanoalloy-related work in the Wales group. The talk was followed by a Q&A session that sparked interesting discussions. |
Year(s) Of Engagement Activity | 2015 |
Description | Departmental Seminar (Wellington, New Zealand) |
Form Of Engagement Activity | A talk or presentation |
Part Of Official Scheme? | No |
Geographic Reach | International |
Primary Audience | Postgraduate students |
Results and Impact | Around 10 students and academics (from the School of Chemical and Physical Sciences at the Victoria University of Wellington) attended the talk showcasing the nanoalloy-related work in the Wales group. The talk was followed by a Q&A session that sparked interesting discussions. |
Year(s) Of Engagement Activity | 2015 |
Description | Energy landscapes workshop and conference (Durham) |
Form Of Engagement Activity | A talk or presentation |
Part Of Official Scheme? | No |
Geographic Reach | International |
Primary Audience | Participants in your research and patient groups |
Results and Impact | Around 50 researchers attended a talk on optimisation methodology , which sparked questions and discussion afterwards. A number of attendees have expressed interest in using the described methodology in various contexts. |
Year(s) Of Engagement Activity | 2014 |
URL | https://www.dur.ac.uk/soft.matter/events/energylandscapes/programme/ |
Description | Energy landscapes: From molecules to nanodevices Bochum |
Form Of Engagement Activity | A talk or presentation |
Part Of Official Scheme? | No |
Geographic Reach | International |
Primary Audience | Participants in your research and patient groups |
Results and Impact | Seminar at the ICAMS centre, Bochum, 9 January 2012. New collaborations |
Year(s) Of Engagement Activity | 2012 |
Description | Inaugural ESF Energy Landscapes Meeting |
Form Of Engagement Activity | A formal working group, expert panel or dialogue |
Part Of Official Scheme? | Yes |
Geographic Reach | International |
Primary Audience | Participants in your research or patient groups |
Results and Impact | The ESF funded an inaugural Energy Landscapes meeting,in Obergurgl Austria, 2012, which featured several talks on amyloid, including one from the PDRA on the original BBSRC grant. Prof. Wales was Conference Chair and Organiser. 40,000 euros Prof. Wales was Conference Chair and Organiser. no actual impacts realised to date |
Year(s) Of Engagement Activity | 2012 |
Description | Q and A session |
Form Of Engagement Activity | A talk or presentation |
Part Of Official Scheme? | No |
Geographic Reach | Local |
Primary Audience | Schools |
Results and Impact | Hockerill Anglo-European College. Successful university applications |
Year(s) Of Engagement Activity | 2011 |
Description | Research Visit (Birmingham, UK) |
Form Of Engagement Activity | A talk or presentation |
Part Of Official Scheme? | No |
Geographic Reach | National |
Primary Audience | Study participants or study members |
Results and Impact | A group of 15-20 students and academics attended my talk at Birmingham University. The purpose was to present the nanoalloy structure prediction methods developed in the Wales group and discuss the possibility of applying them to DFT-based (as opposed to completely empirical) models. |
Year(s) Of Engagement Activity | 2015 |
Description | Research Visit (Knoxville, Tennessee) |
Form Of Engagement Activity | A talk or presentation |
Part Of Official Scheme? | No |
Geographic Reach | International |
Primary Audience | Postgraduate students |
Results and Impact | A talk in the Mathematics Department at the University of Tennessee, Knoxville, attended by a group of 10-15 students and academics. The purpose was to showcase the computational methods developed in the Wales group, and establish a collaboration to develop efficient methods for simulating the kinetics of nanoalloy formation. |
Year(s) Of Engagement Activity | 2015 |
URL | http://www.math.utk.edu/colloquium/past/11_16_15.html |