Projects per year
Abstract
Energy- and resource-efficient electrocatalytic water splitting is of paramount importance to enable hydrogen production. The best bulk catalyst for the hydrogen evolution reaction (HER), platinum, is one of the scarcest elements on Earth. The use of nanoclusters significantly reduces the amount of raw material required for HER, while nanoalloying further enhances performance by modulating hydrogen adsorption. However, the interplay between the atomic structure and HER performance in alloyed nanoclusters remains unclear. In this study, we report an anomalous HER enhancement at low and intermediate Au contents in monodisperse AuPt nanoclusters immobilized on carbon nanotubes. This enhancement is driven by the segregation of Au atoms toward the nanocluster surface and a synergistic effect, whereby the ability of surface Pt atoms to bind hydrogen is increased in the presence of adjacent Au atoms. This enhancement is noteworthy and “anomalous”, given that the overall hydrogen adsorption activity significantly decreases for pure Au nanoclusters compared to pure Pt nanoclusters. We rationalize these observations by combining extensive experimental characterization data with detailed atomistic simulations based on purpose-built machine learning interatomic potential and Markov-chain Monte Carlo simulations with variable chemical potential. The agreement between simulation and experiment allows us to develop a mechanistic understanding of the atomic-scale processes underlying the enhanced HER activity.
| Original language | English |
|---|---|
| Pages (from-to) | 9928-9939 |
| Number of pages | 12 |
| Journal | ACS Catalysis |
| Volume | 15 |
| Issue number | 11 |
| DOIs | |
| Publication status | Published - 6 Jun 2025 |
| MoE publication type | A1 Journal article-refereed |
Funding
We acknowledge funding from the Research Council of Finland (B.P.: no. 321443 and 352671; O.I.: Center of Excellence Program in Life-inspired Hybrid Materials, LIBER, no. 346108; Z.-P.L.: no. 330214), the China Scholarship Council (J.Kang: no. 202008440308, J.S.: no. 202008440311, Z.X.: no. 202008440534). We also thank Ville Liljeström for conducting the WAXS/SAXS measurements. Use of facilities and technical support was provided by the Aalto University OtaNano-Nanomicroscopy Center, Bioeconomy Infrastructure, and Raw Materials Research Infrastructures. J. Kloppenburg and M.A.C. acknowledge financial support from the Research Council of Finland under grants nos. 329483, 330488, and 347252, as well as computational resources from CSC (the Finnish IT Center for Science) and Aalto University’s Science-IT Project. We thank Shun Yu for assisting with the beam time proposal. We acknowledge the MAX IV Laboratory for time on the BALDER beamline under Proposal 20220785. We thank Konstantin Klementiev for the XANES measurement and valuable discussions.
Keywords
- atomistic machine learning
- CNT
- enhanced activity
- hydrogen evolution reaction
- nanoclusters
Fingerprint
Dive into the research topics of 'Anomalous Enhancement of the Electrocatalytic Hydrogen Evolution Reaction in AuPt Nanoclusters'. Together they form a unique fingerprint.Projects
- 7 Finished
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Design and self-assembly of anisotropic particles for advanced colloidal structures and materials
Peng, B. (Principal investigator), Miao, Z. (Project Member), Kang, J. (Project Member), Ni, H. (Project Member), Liu, X. (Project Member), Sheng, J. (Project Member) & Leppänen, I. (Principal investigator)
01/09/2022 → 31/08/2024
Project: RCF Academy Research Fellow: Research costs
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-: LIBER/Ikkala
Ikkala, O. (Principal investigator), Pi, H. (Project Member), Chandra, S. (Project Member), Kang, J. (Project Member), Liang, C. (Project Member), Gustavsson, L. (Project Member), Lin, Z. (Project Member), Hong, X. (Project Member), Fang, Y. (Project Member), Sheng, J. (Project Member) & Miao, Z. (Project Member)
01/01/2022 → 31/12/2024
Project: RCF Academy Project
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ExaFF: Exascale-ready machine learning force fields
Caro, M. (Principal investigator), Veit, M. (Project Member), Kloppenburg, J. (Project Member), Muhli, H. (Project Member), Hernandez Leon, P. (Project Member), Zarrouk, T. (Project Member) & Sand, A. (Co-PI)
01/01/2022 → 31/12/2024
Project: RCF Academy Project targeted call
Equipment
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Bioeconomy Research Infrastructure
Seppälä, J. (Manager)
School of Chemical EngineeringFacility/equipment: Facility
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OtaNano - Nanomicroscopy Center
Seitsonen, J. (Manager) & Rissanen, A. (Other)
OtaNanoFacility/equipment: Facility