IDEAS home Printed from https://ideas.repec.org/a/nat/natcom/v16y2025i1d10.1038_s41467-025-61540-4.html
   My bibliography  Save this article

Nanoscale wetting controls reactive Pd ensembles in synthesis of dilute PdAu alloy catalysts

Author

Listed:
  • Kang Rui Garrick Lim

    (Harvard University
    Harvard University)

  • Cameron J. Owen

    (Harvard University
    Harvard University)

  • Selina K. Kaiser

    (Harvard University
    Harvard University)

  • Prahlad K. Routh

    (Stony Brook University)

  • Montserrat Mendoza

    (Merced)

  • Kyoo-Chul K. Park

    (Northwestern University)

  • Taek-Seung Kim

    (Harvard University)

  • Sadhya Garg

    (Harvard University)

  • Jules A. Gardener

    (Harvard University)

  • Lorenzo Russotto

    (Harvard University)

  • Christopher R. O’Connor

    (Harvard University)

  • Marianne Bijl

    (Harvard University
    Utrecht University)

  • Michael Aizenberg

    (Harvard University)

  • Christian Reece

    (Harvard University)

  • Jennifer D. Lee

    (Harvard University
    Merced)

  • Anatoly I. Frenkel

    (Stony Brook University
    Brookhaven National Laboratory)

  • Boris Kozinsky

    (Harvard University
    Robert Bosch LLC Research and Technology Center)

  • Joanna Aizenberg

    (Harvard University
    Harvard University)

Abstract

The performance of bimetallic dilute alloy catalysts is largely determined by the size of minority metal ensembles on the nanoparticle surface. By analyzing the synthesis of catalysts comprising Pd8Au92 nanoparticles supported on silica using surface-sensitive techniques, we report that whether Pd overgrowth occurs before or after Au nanoparticle deposition onto the support controls the surface Pd ensemble size and abundance. These differences in Pd ensembles influence catalytic reactivity in H2–D2 isotope exchange and benzaldehyde hydrogenation, which, in correlation with theoretical calculations, is used to elucidate the active site(s) in each reaction. To clarify how the synthetic sequence controls the formation of Pd ensembles, we combine numerical wetting calculations and molecular dynamics simulations (with a machine-learned force field) to visualize Pd deposition and migration on the nanoparticle surface, respectively. Our results suggest that the nanoparticle–support interface restricts nanoparticle accessibility to Pd deposition, which consequently controls the Pd ensemble size, illustrating the critical role of nanoscale wetting phenomena during bimetallic catalyst preparation.

Suggested Citation

  • Kang Rui Garrick Lim & Cameron J. Owen & Selina K. Kaiser & Prahlad K. Routh & Montserrat Mendoza & Kyoo-Chul K. Park & Taek-Seung Kim & Sadhya Garg & Jules A. Gardener & Lorenzo Russotto & Christophe, 2025. "Nanoscale wetting controls reactive Pd ensembles in synthesis of dilute PdAu alloy catalysts," Nature Communications, Nature, vol. 16(1), pages 1-12, December.
  • Handle: RePEc:nat:natcom:v:16:y:2025:i:1:d:10.1038_s41467-025-61540-4
    DOI: 10.1038/s41467-025-61540-4
    as

    Download full text from publisher

    File URL: https://www.nature.com/articles/s41467-025-61540-4
    File Function: Abstract
    Download Restriction: no

    File URL: https://libkey.io/10.1038/s41467-025-61540-4?utm_source=ideas
    LibKey link: if access is restricted and if your library uses this service, LibKey will redirect you to where you can use your library subscription to access this item
    ---><---

    References listed on IDEAS

    as
    1. Mengyao Ouyang & Konstantinos G. Papanikolaou & Alexey Boubnov & Adam S. Hoffman & Georgios Giannakakis & Simon R. Bare & Michail Stamatakis & Maria Flytzani-Stephanopoulos & E. Charles H. Sykes, 2021. "Directing reaction pathways via in situ control of active site geometries in PdAu single-atom alloy catalysts," Nature Communications, Nature, vol. 12(1), pages 1-11, December.
    2. Xiaojuan Zhu & Qishui Guo & Yafei Sun & Shangjun Chen & Jian-Qiang Wang & Mengmeng Wu & Wenzhao Fu & Yanqiang Tang & Xuezhi Duan & De Chen & Ying Wan, 2019. "Optimising surface d charge of AuPd nanoalloy catalysts for enhanced catalytic activity," Nature Communications, Nature, vol. 10(1), pages 1-11, December.
    3. Prahlad K. Routh & Evgeniy Redekop & Sebastian Prodinger & Jessi E. S. Hoeven & Kang Rui Garrick Lim & Joanna Aizenberg & Maarten Nachtegaal & Adam H. Clark & Anatoly I. Frenkel, 2024. "Restructuring dynamics of surface species in bimetallic nanoparticles probed by modulation excitation spectroscopy," Nature Communications, Nature, vol. 15(1), pages 1-10, December.
    4. Wei Guo & Dionisios G. Vlachos, 2015. "Patched bimetallic surfaces are active catalysts for ammonia decomposition," Nature Communications, Nature, vol. 6(1), pages 1-7, December.
    5. Nicholas Marcella & Jin Soo Lim & Anna M. Płonka & George Yan & Cameron J. Owen & Jessi E. S. Hoeven & Alexandre C. Foucher & Hio Tong Ngan & Steven B. Torrisi & Nebojsa S. Marinkovic & Eric A. Stach , 2022. "Decoding reactive structures in dilute alloy catalysts," Nature Communications, Nature, vol. 13(1), pages 1-9, December.
    Full references (including those not matched with items on IDEAS)

    Most related items

    These are the items that most often cite the same works as this one and are cited by the same works as this one.
    1. Wei Liu & Haisong Feng & Yusen Yang & Yiming Niu & Lei Wang & Pan Yin & Song Hong & Bingsen Zhang & Xin Zhang & Min Wei, 2022. "Highly-efficient RuNi single-atom alloy catalysts toward chemoselective hydrogenation of nitroarenes," Nature Communications, Nature, vol. 13(1), pages 1-12, December.
    2. Cameron J. Owen & Yu Xie & Anders Johansson & Lixin Sun & Boris Kozinsky, 2024. "Low-index mesoscopic surface reconstructions of Au surfaces using Bayesian force fields," Nature Communications, Nature, vol. 15(1), pages 1-13, December.
    3. Yang Yang & Xiaojuan Zhu & Lili Wang & Junyu Lang & Guohua Yao & Tian Qin & Zhouhong Ren & Liwei Chen & Xi Liu & Wei Li & Ying Wan, 2022. "Breaking scaling relationships in alkynol semi-hydrogenation by manipulating interstitial atoms in Pd with d-electron gain," Nature Communications, Nature, vol. 13(1), pages 1-10, December.
    4. Xiaorui Zhao & Xiaojuan Zhu & Kang Wang & Junqian Lv & Shangjun Chen & Guohua Yao & Junyu Lang & Fei Lv & Yinghui Pu & Ruoou Yang & Bingsen Zhang & Zheng Jiang & Ying Wan, 2022. "Palladium catalyzed radical relay for the oxidative cross-coupling of quinolines," Nature Communications, Nature, vol. 13(1), pages 1-11, December.
    5. Chen, Zhangsen & Zhang, Gaixia & Chen, Hangrong & Prakash, Jai & Zheng, Yi & Sun, Shuhui, 2022. "Multi-metallic catalysts for the electroreduction of carbon dioxide: Recent advances and perspectives," Renewable and Sustainable Energy Reviews, Elsevier, vol. 155(C).
    6. Kaizhu Zeng & Rong Hu & Jianwei Zhang & Xin Li & Yifan Xu & Xilong Mu & Hao Wu & Shijing Liu & Hanwen Liu & Jinli Chen & Zhiqiang Wang & Jihan Zhou & Zhiqiang Liang & Wang Gao & Dongshuang Wu & Yongga, 2025. "Finely tailoring the local ensembles in heterostructured high entropy alloy catalysts through pulsed annealing," Nature Communications, Nature, vol. 16(1), pages 1-11, December.
    7. Prahlad K. Routh & Evgeniy Redekop & Sebastian Prodinger & Jessi E. S. Hoeven & Kang Rui Garrick Lim & Joanna Aizenberg & Maarten Nachtegaal & Adam H. Clark & Anatoly I. Frenkel, 2024. "Restructuring dynamics of surface species in bimetallic nanoparticles probed by modulation excitation spectroscopy," Nature Communications, Nature, vol. 15(1), pages 1-10, December.
    8. Huan Chen & Lulu Li & Zhi-Jian Zhao & Bing Yang & Yafeng Zhang & Xiaoyan Liu & Qingqing Gu & Zhounan Yu & Xiaofeng Yang & Jinlong Gong & Aiqin Wang & Tao Zhang, 2024. "Co-infiltration and dynamic formation of Pd3ZnCx intermetallic carbide by syngas boosting selective hydrogenation of acetylene," Nature Communications, Nature, vol. 15(1), pages 1-10, December.
    9. Chengxin Zhou & Jian Gao & Yunlong Deng & Ming Wang & Dan Li & Chuan Xia, 2023. "Electric double layer-mediated polarization field for optimizing photogenerated carrier dynamics and thermodynamics," Nature Communications, Nature, vol. 14(1), pages 1-11, December.
    10. Xiaohui Zhang & Zhihu Sun & Rui Jin & Chuwei Zhu & Chuanlin Zhao & Yue Lin & Qiaoqiao Guan & Lina Cao & Hengwei Wang & Shang Li & Hancheng Yu & Xinyu Liu & Leilei Wang & Shiqiang Wei & Wei-Xue Li & Ju, 2023. "Conjugated dual size effect of core-shell particles synergizes bimetallic catalysis," Nature Communications, Nature, vol. 14(1), pages 1-13, December.
    11. Seba AlAreeqi & Connor Ganley & Daniel Bahamon & Kyriaki Polychronopoulou & Paulette Clancy & Lourdes F. Vega, 2025. "Rational design of optimal bimetallic and trimetallic nickel-based single-atom alloys for bio-oil upgrading to hydrogen," Nature Communications, Nature, vol. 16(1), pages 1-13, December.
    12. Yueshan Xu & Daoxiong Wu & Qinghua Zhang & Peng Rao & Peilin Deng & Mangen Tang & Jing Li & Yingjie Hua & Chongtai Wang & Shengkui Zhong & Chunman Jia & Zhongxin Liu & Yijun Shen & Lin Gu & Xinlong Ti, 2024. "Regulating Au coverage for the direct oxidation of methane to methanol," Nature Communications, Nature, vol. 15(1), pages 1-10, December.
    13. Sigmund Jensen & Mathias H. R. Mammen & Martin Hedevang & Zheshen Li & Lutz Lammich & Jeppe V. Lauritsen, 2024. "Visualizing the gas-sensitive structure of the CuZn surface in methanol synthesis catalysis," Nature Communications, Nature, vol. 15(1), pages 1-11, December.

    More about this item

    Statistics

    Access and download statistics

    Corrections

    All material on this site has been provided by the respective publishers and authors. You can help correct errors and omissions. When requesting a correction, please mention this item's handle: RePEc:nat:natcom:v:16:y:2025:i:1:d:10.1038_s41467-025-61540-4. See general information about how to correct material in RePEc.

    If you have authored this item and are not yet registered with RePEc, we encourage you to do it here. This allows to link your profile to this item. It also allows you to accept potential citations to this item that we are uncertain about.

    If CitEc recognized a bibliographic reference but did not link an item in RePEc to it, you can help with this form .

    If you know of missing items citing this one, you can help us creating those links by adding the relevant references in the same way as above, for each refering item. If you are a registered author of this item, you may also want to check the "citations" tab in your RePEc Author Service profile, as there may be some citations waiting for confirmation.

    For technical questions regarding this item, or to correct its authors, title, abstract, bibliographic or download information, contact: Sonal Shukla or Springer Nature Abstracting and Indexing (email available below). General contact details of provider: http://www.nature.com .

    Please note that corrections may take a couple of weeks to filter through the various RePEc services.

    IDEAS is a RePEc service. RePEc uses bibliographic data supplied by the respective publishers.