Themed collection Bridging the Gap from Surface Science to Heterogeneous Catalysis Faraday Discussion
CO on a Rh/Fe3O4 single-atom catalyst: high-resolution infrared spectroscopy and near-ambient-pressure scanning tunnelling microscopy
A model Rh/Fe3O4(001) single-atom catalyst enables site-resolved assignment of CO stretching frequencies.
Faraday Discuss., 2026, Advance Article
https://doi.org/10.1039/D5FD00158G
Evolution of size-selected Pt cluster catalysts on prototypical oxide supports
In this comparative study of size-selected Pt clusters on single crystalline oxide supports, we consider the effects of support doping and oxidation state, gas composition and pressure, temperature and cluster size using NAP-XPS and STM.
Faraday Discuss., 2026, Advance Article
https://doi.org/10.1039/D6FD00002A
Developing the science of self-healing catalysts
Aging Pt catalysts in air leads to anomalously large particles due to the high vapor pressure of PtO2. A physical mixture of the Pt catalyst with Pd, Rh or ceria allows the mobile atoms to be trapped, creating self-healing behavior.
Faraday Discuss., 2026, Advance Article
https://doi.org/10.1039/D5FD00154D
Operando XPS studies of precisely size-selected Pd nano-catalysts for methane oxidation
Changes in the chemical composition of size-selected Pd nanoparticles were studied by near-ambient pressure XPS under dry and wet reaction conditions for methane oxidation (CH4 + O2 [+H2O]) in the temperature range between 150 °C and 450 °C.
Faraday Discuss., 2026, Advance Article
https://doi.org/10.1039/D5FD00171D
Catalytic hot-spots in CO oxidation resolved by operando electron microscopy
Operando electron microscope reveals how Pt nanoparticles self-entangle thermally to form catalytic hot-spots in the CO oxidation reaction.
Faraday Discuss., 2026, Advance Article
https://doi.org/10.1039/D6FD00011H
Role of monodentate formate in product selectivity for CO2 hydrogenation on Pd-based alloy catalysts
The initial hydrogenation of CO2 to formate is investigated on Pd-based alloy catalysts using density functional theory together with subgroup discovery analysis.
Faraday Discuss., 2026, Advance Article
https://doi.org/10.1039/D5FD00125K
Rethinking catalysis: interpretable AI and description of real-world conditions via materials genes
We introduce an interpretable artificial intelligence approach that identifies key physicochemical parameters correlated with the measured catalytic performance.
Faraday Discuss., 2026, Advance Article
https://doi.org/10.1039/D5FD00137D
A consistent dynamics view on nanoporous catalysts in action across length and time scales
We show the need for quantum-accurate dynamics across scales within catalysis and explore machine learning potentials for reaction–diffusion modelling.
Faraday Discuss., 2026, Advance Article
https://doi.org/10.1039/D6FD00001K
Structure-controlled sulfur poisoning and hydrogen-induced regeneration in single Pd nanoparticles probed by nanospectroscopy
This study investigates the impact of sulfuric acid (H2SO4) poisoning on pristine and annealed Pd NPs to identify the influence of structure on the density and stability of poisoners.
Faraday Discuss., 2026, Advance Article
https://doi.org/10.1039/D5FD00167F
Disentangling multistep kinetics by combining electrochemical Arrhenius analysis with micro-kinetic modelling
We introduce a 2-step microkinetic model involving a single reaction intermediate and show that its bias-dependent Arrhenius signatures closely match our measurements of the oxygen reduction reaction on platinum and ruthenium nanoparticles.
Faraday Discuss., 2026, Advance Article
https://doi.org/10.1039/D5FD00127G
Surface orientation-dependent electro-oxidation of a polycrystalline gold electrode
The electro-oxidation of a polycrystalline gold electrode is investigated in situ using two-dimensional surface optical reflectance, electrochemical near ambient pressure X-ray photoelectron spectroscopy, and tomographic surface X-ray diffraction.
Faraday Discuss., 2026, Advance Article
https://doi.org/10.1039/D5FD00129C
The ever-evolving active site: transformation of single atoms to extended structures during the Rh-catalyzed reverse water–gas shift reaction
The evolution of the reactivity and structure of a series of Rh/rTiO2catalysts under RWGS conditions at high conversions (400–600 °C, 1 atm, 75% H2, 25% CO2) as a function of time on stream (16 h) is presented.
Faraday Discuss., 2026, Advance Article
https://doi.org/10.1039/D5FD00172B
Thermophysical properties of adsorbates with beyond-DFT accuracy from DFT data through error cancellation
The use of error-cancellation reactions enables the derivation of enthalpies of formation of adsorbates on various catalytic surfaces from DFT data to within experimental accuracy, regardless of the chosen GGA exchange–correlation functional.
Faraday Discuss., 2026, Advance Article
https://doi.org/10.1039/D5FD00144G
Microcalorimetric quantification of hydrogen adsorption thermodynamics in water-solvated systems on Pt/C
H2O enables the accumulation of hydronium–electron pairs after H2 adsorption on Pt without affecting initial adsorption enthalpies.
Faraday Discuss., 2026, Advance Article
https://doi.org/10.1039/D5FD00170F
The effect of adsorbate induced surface strain on oxygen island formation on platinum surfaces
Adsorption of a single oxygen atom on Pt(111) displaces the Pt surface atoms within 7 Å of the oxygen atom. These displacements result in long-range repulsion between adsorbed oxygen atoms and lead to a reorganization of the adsorbed layer at elevated coverages.
Faraday Discuss., 2026, Advance Article
https://doi.org/10.1039/D5FD00161G
Competing reaction pathways in the decomposition of 2-propanol over V-doped Co3O4(111) model catalysts: a mechanistic study
Catalytic activity and selectivity of 2-propanol dissociation is investigated over pristine and vanadium-oxide loaded Co3O4(111), forming acetone at low V loadings while increasing V coverage results in C–O bond scission and the formation of propene.
Faraday Discuss., 2026, Advance Article
https://doi.org/10.1039/D5FD00173K
Correlating binding energies of adsorbed CO and H on model surfaces with CO/H2 selectivity from co-electrolysis of CO2 and H2O over copper–palladium bimetallic catalysts
Binding energies of CO and H are determined using temperature programmed desorption of CO and H2 from Pd(111), PdH/Pd(111), and Cu/PdH/Pd(111) under ultra-high vacuum conditions and are correlated with electrocatalytic selectivity.
Faraday Discuss., 2026, Advance Article
https://doi.org/10.1039/D5FD00122F
What can Raman spectroscopy really say about the adsorbed CO on roughened Cu electrodes in CO2 electroreduction conditions?
We combine GCGA global optimization with GCDFT calculations to find optimal accessible CO coverages under CO2RR conditions, and investigate how surface roughness, facets, and CO adsorption sites influence the Raman spectra, and the intensity ratio of interest.
Faraday Discuss., 2026, Advance Article
https://doi.org/10.1039/D5FD00119F
Carbon dioxide hydrogenation on copper and nickel catalysts via a conformal sampling approach
We present a computational workflow, the Conformal Sampling of Catalytic Processes approach, and its application to the case of heterogeneous hydrogenation/reduction of carbon dioxide on copper and nickel catalysts.
Faraday Discuss., 2026, Advance Article
https://doi.org/10.1039/D5FD00132C
An interpretable machine learning framework for prediction of adsorption energies and generative design of active sites on arbitrary catalysts
We present a highly interpretable and efficient machine learning framework for predictive and generative modeling of adsorption energies on surfaces using subgraph isomorphic decision trees (SIDTs).
Faraday Discuss., 2026, Advance Article
https://doi.org/10.1039/D5FD00143A
Interpretable Bayesian optimization for catalyst discovery
Symbolic regression guided adaptive feature selection improves the interpretability and performance of Bayesian optimization for catalyst discovery.
Faraday Discuss., 2026, Advance Article
https://doi.org/10.1039/D5FD00159E
Kinetic restructuring of catalyst active sites: a MACE-APE study of fluxional Pdn/MgO (n = 3–11) clusters
MACE-APE reveals that the timescale of restructuring of Pd3–Pd11/MgO clusters overlaps with catalytic timescales.
Faraday Discuss., 2026, Advance Article
https://doi.org/10.1039/D5FD00138B
Compensation effects between the apparent activation energy and pre-exponential factor in simple models of electrocatalytic hydrogen evolution
The hydrogen evolution reaction (HER) is modeled through both Volmer–Heyrovsky and Volmer–Tafel mechanisms to determine under which conditions compensation effects emerge.
Faraday Discuss., 2026, Advance Article
https://doi.org/10.1039/D5FD00163C
Critical assessment of theoretical modelling of single-atom catalysts
Accurate prediction of single-atom catalyst activity in the hydrogen evolution reaction via DFT demands methods that go beyond the traditional computational hydrogen electrode framework.
Faraday Discuss., 2026, Advance Article
https://doi.org/10.1039/D5FD00112A
About this collection
We are delighted to share with you a selection of the papers associated with a Faraday Discussion on Bridging the Gap from Surface Science to Heterogeneous Catalysis. More information about the related event may be found here: https://www.rsc.org/events/detail/80739/bridging-the-gap-from-surface-science-to-heterogeneous-catalysis-faraday-discussion. Additional articles will be added to the collection as they are published. The final versions of all the articles presented, and a record of the discussions will be published after the event.
This meeting will explore how surface science can be more effectively applied to real-world heterogeneous catalysis. It will address the design of new catalysts for pressing societal challenges such as clean energy, air quality, and sustainable industry. Themes include operando methods, AI in catalysis, chemical mechanisms, and self-repairing active sites.
On behalf of the organising committee, we look forward to welcoming you to London.