The DOI matches its Crossref record; 91 of the 93 references it cites were found in a registry or an index.
Directing reaction pathways via in situ control of active site geometries in PdAu single-atom alloy catalysts
Open accessAbstract
The atomic scale structure of the active sites in heterogeneous catalysts is central to their reactivity and selectivity. Therefore, understanding active site stability and evolution under different reaction conditions is key to the design of efficient and robust catalysts. Herein we describe theoretical calculations which predict that carbon monoxide can be used to stabilize different active site geometries in bimetallic alloys and then demonstrate experimentally that the same PdAu bimetallic catalyst can be transitioned between a single-atom alloy and a Pd cluster phase. Each state of the catalyst exhibits distinct selectivity for the dehydrogenation of ethanol reaction with the single-atom alloy phase exhibiting high selectivity to acetaldehyde and hydrogen versus a range of products from Pd clusters. First-principles based Monte Carlo calculations explain the origin of this active site ensemble size tuning effect, and this work serves as a demonstration of what should be a general phenomenon that enables in situ control over catalyst selectivity.
Overview
The claims and statistics of this paper haven’t been checked yet.
Run the check — free, no account needed. It reads the open-access text and checks the sources it cites.
Integrity signals
Registry
Cites
Statistics
Figures




Verification
Claims the paper makes
The claims and statistics of this paper haven’t been checked yet.
Run the check — free, no account needed. It reads the open-access text and checks the sources it cites.
Claims other papers make about this one
Each is checked against this paper’s own text: does it say what the citing paper says it does?
The check wasn’t confident either way, so it gives no verdict — never disputed.
In the citing paper
“These carbon skeleton materials can provide some active sites for the carriers and prevent the aggregation of metal particles”
From Carbon Aerogels Loaded with Noble Metal Nanocrystal Electrocatalysts for Efficient Full Water Splitting (2023) · cites this paper as [27]
Experimental — accuracy not yet measured
Self-check
Percentages, sums and reported differences re-computed from the paper’s own numbers.
The self-check needs the paper’s full text.
Citations
Cites
Generalized Gradient Approximation Made Simple
Perdew, J. P., Burke, K., & Ernzerhof, M. (1996) · Physical Review Letters · doi:10.1103/physrevlett.77.3865 · Cited by 215,824
Projector augmented-wave method
Blöchl, P. E. (1994) · Physical Review B · doi:10.1103/physrevb.50.17953 · Cited by 92,732
Kresse, G., & Furthmüller, J. (1996) · Computational Materials Science · doi:10.1016/0927-0256(96)00008-0 · Cited by 76,871
Hammer, B., Hansen, L. B., & Nørskov, J. K. (1999) · Physical Review B · doi:10.1103/physrevb.59.7413 · Cited by 8,270
Why gold is the noblest of all the metals
Hammer, B., & Norskov, J. K. (1995) · Nature · doi:10.1038/376238a0 · Cited by 3,935
Ab initio molecular dynamics for liquid metals
Kresse, G. (1995) · Journal of Non-Crystalline Solids · doi:10.1016/0022-3093(95)00355-x · Cited by 2,160
Solvent-Free Oxidation of Primary Alcohols to Aldehydes Using Au-Pd/TiO2 Catalysts
Enache, D., Edwards, J. K., Landon, P., Solsona-Espriu, B., Carley, A., Herzing, A., Watanabe, M., Kiely, C., Knight, D., & Hutchings, G. (2006) · Science · doi:10.1126/science.1120560 · Cited by 1,929
Surface free energies of solid metals: Estimation from liquid surface tension measurements
Tyson, W., & Miller, W. (1977) · Surface Science · doi:10.1016/0039-6028(77)90442-3 · Cited by 1,713
Activity Descriptors for CO 2 Electroreduction to Methane on Transition-Metal Catalysts
Peterson, A. A., & Nørskov, J. K. (2012) · The Journal of Physical Chemistry Letters · doi:10.1021/jz201461p · Cited by 1,667
Reaction-Driven Restructuring of Rh-Pd and Pt-Pd Core-Shell Nanoparticles
Tao, F., Grass, M., Zhang, Y.-W., Butcher, D. R., Renzas, J. R., Liu, Z., Chung, J.-Y., Mun, B., Salmeron, M., & Somorjai, G. (2008) · Science · doi:10.1126/science.1164170 · Cited by 1,157
Cited by
Sorted by citations
Liu, L., & Corma, A. (2023) · Chemical Reviews · doi:10.1021/acs.chemrev.2c00733 · Cited by 712
Selectivity in Chemiresistive Gas Sensors: Strategies and Challenges
Bulemo, P. M., Kim, D., Shin, H., Cho, H., Koo, W., Choi, S., Park, C., Ahn, J., Güntner, A. T., Penner, R. M., et al. (2025) · Chemical Reviews · doi:10.1021/acs.chemrev.4c00592 · Cited by 481
Author Correction: Ensemble effect for single-atom, small cluster and nanoparticle catalysts
Guo, Y., Wang, M., Zhu, Q.-J., Xiao, D.-Q., & Ma, D. (2022) · Nature Catalysis · doi:10.1038/s41929-022-00839-7 · Cited by 358
Catalysis of Alloys: Classification, Principles, and Design for a Variety of Materials and Reactions
Nakaya, Y., & Furukawa, S. (2022) · Chemical Reviews · doi:10.1021/acs.chemrev.2c00356 · Cited by 427
Electrocatalytic nitrate reduction to ammonia on defective Au1Cu (111) single-atom alloys
Zhang, Y., Chen, X., Wang, W., Yin, L., & Crittenden, J. C. (2022) · Applied Catalysis B: Environmental · doi:10.1016/j.apcatb.2022.121346 · Cited by 322
Highly-efficient RuNi single-atom alloy catalysts toward chemoselective hydrogenation of nitroarenes
Liu, W., Feng, H.-S., Yang, Y., Niu, Y., Wang, L., Yin, P., Hong, S., Zhang, B., Zhang, X., & Wei, M. (2021) · Nature Communications · doi:10.1038/s41467-022-30536-9 · Cited by 233
Structured Catalysts and Catalytic Processes: Transport and Reaction Perspectives
Pei, C., Chen, S., Fu, D., Zhao, Z., & Gong, J. (2024) · Chemical Reviews · doi:10.1021/acs.chemrev.3c00081 · Cited by 152
Understanding the Dynamic Evolution of Active Sites among Single Atoms, Clusters, and Nanoparticles
Yang, H., Duan, P., Zhuang, Z.-C., Luo, Y., Shen, J., Xiong, Y., Liu, X.-W., & Wang, D.-S. (2025) · Advances in Materials · doi:10.1002/adma.202415265 · Cited by 100
Converting Nanotoxicity Data to Information Using Artificial Intelligence and Simulation
Yan, X., Yue, T., Winkler, D. A., Yin, Y., Zhu, H., Jiang, G., & Yan, B. (2023) · Chemical Reviews · doi:10.1021/acs.chemrev.3c00070 · Cited by 89
Origin of hetero-nuclear Au-Co dual atoms for efficient acidic oxygen reduction
Kong, F., Si, R., Chen, N., Wang, Q., Li, J., Yin, G., Gu, M., Wang, J., Liu, L., & Sun, X. A. (2021) · Applied Catalysis B: Environmental · doi:10.1016/j.apcatb.2021.120782 · Cited by 95
Chen, Q., Gong, N., Zhu, T., Yang, C., Peng, W., Li, Y., Zhang, F., & Fan, X. (2021) · Small · doi:10.1002/smll.202105696 · Cited by 82
Shi, H.-Y., Li, Y., Wang, K., Li, S.-K., Wang, X.-F., Wang, P., Chen, F., & Yu, H.-G. (2022) · Social Science Research Network · doi:10.2139/ssrn.4026056 · Cited by 69
Electronic Structure of Single-Atom Alloys and Its Impact on The Catalytic Activities
Chen, Z., & Zhang, P. (2022) · ACS Omega · doi:10.1021/acsomega.1c06067 · Cited by 68
Xu, Z., Ao, Z., Yang, M. L., & Wang, S. (2021) · Journal of Hazardous Materials · doi:10.1016/j.jhazmat.2021.127427 · Cited by 88
Factors Influencing the Performance of Copper-Bearing Catalysts in the CO 2 Reduction System
Sun, Z., Hu, Y., Zhou, D., Sun, M., Wang, S., & Chen, W. (2021) · ACS Energy Letters · doi:10.1021/acsenergylett.1c01965 · Cited by 105
Oxygen reduction reaction on Pt-based electrocatalysts: Four-electron vs. two-electron pathway
Zhang, L., Jiang, S., Ma, W., & Zhou, Z. P. (2022) · CHINESE JOURNAL OF CATALYSIS (CHINESE VERSION) · doi:10.1016/s1872-2067(21)63961-x · Cited by 134
Advances in catalytic dehydrogenation of ethanol to acetaldehyde
Pang, J., Yin, M., Wu, P., Li, X., Li, H., Zheng, M., & Zhang, T. (2021) · Green Chemistry · doi:10.1039/d1gc02799a · Cited by 125
Chen, Z., Zhang, G., Chen, H., Prakash, J., Zheng, Y., & Sun, S. (2021) · Renewable and Sustainable Energy Reviews · doi:10.1016/j.rser.2021.111922 · Cited by 67
Catalytic Conversion of Ethanol to Oxygen-Containing Value-Added Chemicals
He, L., Zhou, B., Sun, D.-H., Li, W., Lv, W.-L., Wang, J., Liang, Y.-Q., & Lu, A. (2023) · ACS Catalysis · doi:10.1021/acscatal.3c01481 · Cited by 63
Giannakakis, G., Kress, P. L., Duanmu, K.-N., Ngan, H. T., Yan, G., Hoffman, A. S., Qi, Z., Trimpalis, A., Annamalai, L., Ouyang, M., et al. (2021) · Journal of the American Chemical Society · doi:10.1021/jacs.1c09274 · Cited by 50
Self-citationOne Decade of Computational Studies on Single-Atom Alloys: Is In Silico Design within Reach?
Réocreux, R., & Stamatakis, M. (2021) · Accounts of Chemical Research · doi:10.1021/acs.accounts.1c00611 · Cited by 48
“For instance, DFT-parameterized Monte-Carlo simulations by Papanikolaou et al. showed that the partial pressure of CO could greatly influence the distribution of dopants, going from isolated atoms to dopant clusters, which can in turn affect catalytic performance.”
Self-citationZhou, C., Ngan, H. T., Lim, J.-S., Darbari, Z., Lewandowski, A., Stacchiola, D., Kozinsky, B., Sautet, P., & Boscoboinik, J. (2022) · Journal of the American Chemical Society · doi:10.1021/jacs.2c04871 · Cited by 47
Full utilization of noble metals by atom abstraction for propane dehydrogenation.
Sun, G.-D., Luo, R., Fu, D.-L., Wu, K.-X., Wang, X.-H., Bian, X.-Q., Lu, Z.-P., Chang, X., Wang, Z., Huang, S., et al. (2025) · Science · doi:10.1126/science.adw3053 · Cited by 46
Entropic Control of HD Exchange Rates over Dilute Pd-in-Au Alloy Nanoparticle Catalysts
van der Hoeven, J. V. D., Ngan, H. T., Taylor, A., Eagan, N. M., Aizenberg, J., Sautet, P., Madix, R., & Friend, C. (2021) · doi:10.1021/acscatal.1c01400 · Cited by 45
A CuZn-BTC derived stable Cu/ZnO@SiO2 catalyst for ethanol dehydrogenation
Liu, H., Chang, Z., Fu, J., & Hou, Z.-Y. (2022) · Applied Catalysis B: Environmental · doi:10.1016/j.apcatb.2022.122194 · Cited by 43
Zhang, Y., Li, S., Sun, C., Wang, P., Yang, Y., Ding, Y., Wang, X., & Yao, J. (2022) · ACS Catalysis · doi:10.1021/acscatal.2c00745 · Cited by 54
He, H., Ren, Y., Lan, S., Zhang, H., Zhu, Y., Peng, R., Zhou, J., Liu, M., Si, Y., Jing, D., et al. (2025) · Applied Catalysis B: Environmental · doi:10.1016/j.apcatb.2025.125623 · Cited by 38
Niu, Y., Wang, Y., Chen, J., Li, S., Huang, X., Willinger, M., Zhang, W., Liu, Y., & Zhang, B. (2022) · Science Advances · doi:10.1126/sciadv.abq5751 · Cited by 47
“The general solutions adopt the strong binding between metal and support, the alloy diluting of active metal in inert metal matrixes, or the metal precursor with specific coordination configurations, to control the surface atoms as the desired geometries, such as atomic-ensemble [Fe2/mpg-C3N4 (1), Pt1-Ptn/α-MoC (2), a…”
BackgroundZhou, C., Gao, J., Deng, Y., Wang, M., Li, D., & Xia, C. (2023) · Nature Communications · doi:10.1038/s41467-023-38600-8 · Cited by 38
Multiscale Investigation of the Mechanism and Selectivity of CO 2 Hydrogenation over Rh(111)
Sun, S., Higham, M. D., Zhang, X., & Catlow, C. R. A. (2024) · ACS Catalysis · doi:10.1021/acscatal.3c05939 · Cited by 42
Design of Dilute Palladium–Indium Alloy Catalysts for the Selective Hydrogenation of CO2 to Methanol
Alamer, A., Ouyang, M., Alshafei, F. H., Nadeem, M., Alsalik, Y., Miller, J. T., Flytzani-Stephanopoulos, M., Sykes, E., Manousiouthakis, V., & Eagan, N. M. (2023) · ACS Catalysis · doi:10.1021/acscatal.3c01861 · Cited by 37
Self-citationLv, G., Zhang, Z., Liu, S., Tao, F., Wang, J., Meng, Y., & Yang, Y. (2022) · Chemical Engineering Journal · doi:10.1016/j.cej.2022.139816 · Cited by 48
Ge, R., Yu, S., Li, Y., Huo, J., Guo, Y., Kang, Y., Li, W., Bai, Z., Liu, H. K., Yamauchi, Y., et al. (2025) · Advanced Materials · doi:10.1002/adma.202503223 · Cited by 39
The roadmap of carbon‐based single‐atom catalysts: rational design and electrochemical applications
Liu, K., Wang, L., Chen, W., Sun, Z., Geng, H., Li, Y., Deng, Z., Jiang, S., Zhou, B., Yu, K., et al. (2025) · Rare Metals · doi:10.1007/s12598-025-03477-7 · Cited by 38
Chavez, S., Werghi, B., Gutierrez, K. M. S., Chen, R., Lall, S., & Cargnello, M. (2023) · Journal of Physical Chemistry C · doi:10.1021/acs.jpcc.2c06519 · Cited by 34
Chen, H., Li, L.-L., Zhao, Z.-J., Yang, B., Zhang, Y.-F., Liu, X.-Y., Gu, Q.-Q., Yu, Z., Yang, X.-F., Gong, J.-L., et al. (2024) · Nature Communications · doi:10.1038/s41467-024-54274-2 · Cited by 30
“Meanwhile, CO has been validated to enable a variety of structural changes on binary alloys, e.g. segregation 15 , phase separation 16,17 , carburization 18 – 21 , under a reaction environment.”
Zhang, S., Wang, R., Zhang, X., & Zhao, H. (2024) · RSC Advances · doi:10.1039/d3ra07029h · Cited by 29
“21 During the preparation of the Pd 0.02 Au 0.98 NPs (Fig.”
BackgroundInfluentialReal-time dynamics and structures of supported subnanometer catalysts via multiscale simulations
Wang, Y.-F., Kalscheur, J., Su, Y.-Q., Hensen, E., & Vlachos, D. (2021) · Nature Communications · doi:10.1038/s41467-021-25752-8 · Cited by 29
Wang, B., Hu, B., Chen, G., Wang, X., Tian, S., Li, Y., Hu, X.-S., Wang, H., Au, C., Jiang, L., et al. (2024) · Chem Catalysis · doi:10.1016/j.checat.2024.101083 · Cited by 23
Nambyaruveettil, S., Ali, L., & Altarawneh, M. (2025) · Journal of Environmental Chemical Engineering · doi:10.1016/j.jece.2024.115282 · Cited by 25
Fundamentals and catalytic applications of single-atom alloys
Sun, X., Song, Y., Jiang, G., Lan, X., & Xu, C. (2023) · Science China Materials · doi:10.1007/s40843-023-2713-6 · Cited by 29
“H bonds but inhibiting deep dehydrogenation for carbon formation [153–156].”
Newmeyer, E.-R., Wang, Y., Long, Z., North, J. D., Shi, Y., & Swearer, D. F. (2025) · Journal of the American Chemical Society · doi:10.1021/jacs.4c14842 · Cited by 29
AlAreeqi, S., Ganley, C., Bahamón, D., Polychronopoulou, K., Clancy, P., & Vega, L. F. (2025) · Nature Communications · doi:10.1038/s41467-025-57949-6 · Cited by 30
“The aggregation energy ( Δ E agg ) 56 – 58 and segregation energy ( Δ E seg ) 32,56 descriptors were calculated to evaluate the SAA surface occupancy and dispersive tendency, respectively, as follows: where E n (cid:1) mer denotes the energy of Ni(111) with a dimer or a trimer aggregate ensemble of…”
Stability of Single Atom Alloys Catalyst: A Theoretical and Experimental Perspective
He, T.-W., Shi, R., Zhou, T., Santiago, A. R. P., & Liu, Q.-J. (2025) · ACS Catalysis · doi:10.1021/acscatal.5c01586 · Cited by 23
Plasma-assisted synthesis of porous bismuth nanosheets for electrocatalytic CO2-to-formate reduction
Xiao, L.-P., Zheng, Q.-Z., Zhou, R.-S., Liu, S., Zhao, Y.-F., Zhao, Y.-D., Zhou, R., & Ostrikov, K. (. (2024) · Journal of Energy Chemistry · doi:10.1016/j.jechem.2024.02.023 · Cited by 22
Single-Atom Alloy Formation via Reaction-Driven Catalyst Restructuring.
Giannakakis, G., Soni, Y., Novotny, G. L., Zha, Z., Libretto, N. J., Dang, Y., Suib, S., Miller, J. T., Sykes, E., & Deshlahra, P. (2024) · Journal of the American Chemical Society · doi:10.1021/jacs.4c05980 · Cited by 21
Self-citationElectrifying Energy and Chemical Transformations with Single-Atom Alloy Nanoparticle Catalysts
Gao, Q., Han, X., Liu, Y., & Zhu, H. (2024) · ACS Catalysis · doi:10.1021/acscatal.4c00365 · Cited by 28
Single atom catalysts push the boundaries of heterogeneous catalysis
(2021) · Nature Communications · doi:10.1038/s41467-021-26130-0 · Cited by 21
Orbital-scale understanding on high-selective hydrogenation of acetylene over Pt1-Cu(1 1 1) catalyst
Gao, D., Ding, Y., Lu, F., Li, S., Pan, L., Xu, Y. S., & Wang, X. (2021) · Chemical Engineering Science · doi:10.1016/j.ces.2021.116664 · Cited by 21
Satellite Pd Single-Atom Embraced AuPd Alloy Nanoclusters for Enhanced Hydrogen Evolution
Lv, Y., Han, Y., Wang, K., Sun, W., Du, C., Huang, R., Peng, P., & Zang, S. (2024) · ACS Nano · doi:10.1021/acsnano.4c11554 · Cited by 29
Wang, Y.-X., Wei, M., Ding, Q., Li, H., & Ma, W. (2024) · Nano letters (Print) · doi:10.1021/acs.nanolett.3c04006 · Cited by 20
Visualizing the gas-sensitive structure of the CuZn surface in methanol synthesis catalysis
Jensen, S., Mammen, M., Hedevang, M., Li, Z.-S., Lammich, L., & Lauritsen, J. (2024) · Nature Communications · doi:10.1038/s41467-024-48168-6 · Cited by 19
“CO-induced surface segregation is a well-known phenomenon, evidenced on several binary alloys 68 – 70 including many Cu-based systems 71 – 73 .”
BackgroundSynergy Between Supported Metal Single Atoms and Nanoparticles and their Relevance in Catalysis
Serp, P. (2023) · ChemCatChem · doi:10.1002/cctc.202300545 · Cited by 23
Liu, H., Gao, K., Hua, A., Li, L., Cheng, C., & Hu, Y. M. (2025) · Coordination Chemistry Reviews · doi:10.1016/j.ccr.2025.217064 · Cited by 21
Dilute Pd-in-Au alloy RCT-SiO2 catalysts for enhanced oxidative methanol coupling
Filie, A., Shirman, T., Foucher, A. C., Stach, E., Aizenberg, M., Aizenberg, J., Friend, C., & Madix, R. (2021) · doi:10.1016/j.jcat.2021.06.003 · Cited by 18
Hydrogen radical-driven anthraquinone- promoted H2O2 photosynthesis
Miao, Q., Cao, Z.-J., Liu, Y.-X., Zhou, X.-Y., Xie, J.-H., Huo, T.-T., & Jiang, W. (2025) · Chemical Engineering Journal · doi:10.1016/j.cej.2025.160957 · Cited by 16
Recent developments of single atom alloy catalysts for electrocatalytic hydrogenation reactions
Jin, Z., Xu, Y., Chhetri, M., Wood, J., Torreon, B., Che, F., & Yang, M. (2024) · Chemical Engineering Journal · doi:10.1016/j.cej.2024.152072 · Cited by 19
Pt1Bi Single-Atom Alloy for a Coupled Photocatalytic CO2 Reduction and Aryl Olefin Oxidation System
Bai, P., Zhao, Y.-C., & Li, Y.-D. (2024) · ACS Catalysis · doi:10.1021/acscatal.4c02868 · Cited by 15
Shao, Y., Wu, B., Qiu, B., Cai, R., Quan, C., Gao, N.-B., Zeng, F., Fan, X.-L., & Chen, H.-H. (2024) · AIChE Journal · doi:10.1002/aic.18617 · Cited by 15
Wang, J., Li, K., Guo, L.-F., Pan, B., Jin, T., Li, Z., Tang, Q.-Y., & Chen, F.-Y. (2023) · Small Structures · doi:10.1002/sstr.202300169 · Cited by 15
Papanikolaou, K. G., & Stamatakis, M. (2021) · Catalysis Science & Technology · doi:10.1039/d1cy00011j · Cited by 23
Self-citationDynamic Pt Coordination in Dilute AgPt Alloy Nanoparticle Catalysts Under Reactive Environments
Finzel, J., & Christopher, P. (2022) · Topics in catalysis · doi:10.1007/s11244-021-01545-7 · Cited by 14
“While moderate temperatures appear sufficient to cause surface reconstruction of alloy nanoparticles [32], surface segregation of dopant atoms from the bulk to the surface likely requires elevated temperatures [84].”
BackgroundImpact of Coordination Environment for Designing Ru-Based Alloy Catalysts for Ammonia Decomposition.
Wei, L., Lv, L., Han, T., Chu, P.-Q., Liu, Y.-X., Zhao, Z., Dai, H.-X., Cui, S., Zhao, Y.-Y., & Deng, J.-G. (2025) · Angewandte Chemie · doi:10.1002/anie.202513385 · Cited by 13
Jiang, Z., Wang, J., Zhang, D. P., Kong, P., & Zhang, X. (2025) · Advanced Science · doi:10.1002/advs.202511001 · Cited by 15
Dynamic evolution of metal structures on/in zeolites for catalysis.
Wu, Y., Deng, P., Liu, L.-J., Zhang, J.-Y., Liu, H.-S., Gao, X.-H., Xiao, F.-S., & Wang, L. (2025) · Chemical Society Reviews · doi:10.1039/d5cs00035a · Cited by 13
Fujinuma, N., Page, N., Boddy, A. G., Rivkind, J., Tomlinson, L., Hoy, E. P., & Lofland, S. E. (2024) · Advanced Functional Materials · doi:10.1002/adfm.202412402 · Cited by 13
Loy, A., Ng, W.-L., & Bhattacharya, S. (2023) · Materials Today Catalysis · doi:10.1016/j.mtcata.2023.100033 · Cited by 13
Chen, S.-H., Yang, Y.-F., Song, Z.-Y., Xiao, X.-Y., Huang, C.-C., Cai, X., Li, P.-H., Yang, M., Chen, A.-C., Liu, W., et al. (2023) · Chemical Science · doi:10.1039/d3sc03285j · Cited by 13
Patil, R. R., Dey, T., Kang, L., Liu, S., Jun, S. C., & Dutta, S. (2023) · Small · doi:10.1002/smll.202301675 · Cited by 18
Jin, H., Li, Q., Tian, Y., Wang, S.-A., Chen, X., Liu, J.-Y., & Wang, C. (2024) · Rare Metals · doi:10.1007/s12598-024-02833-3 · Cited by 12
“Ouyang et al. [37] demonstrated experimentally that the PdAu bimetallic catalyst can be transitioned between a single-atom alloy and a Pd cluster phase.”
Deconvoluting the Individual Effects of Nanoparticle Proximity and Size in Thermocatalysis.
Lim, K. R. G., Kaiser, S. K., Wu, H.-C., Garg, S., O'Connor, C. R., Reece, C., Aizenberg, M., & Aizenberg, J. (2024) · ACS Nano · doi:10.1021/acsnano.4c04193 · Cited by 12
Single-atom alloys prepared by two-step thermal evaporation
Wang, H.-L., Li, J., Huang, M.-C., Cui, J., Cheng, Z.-Y., Yu, R., & Zhu, H. (2023) · Nano Reseach · doi:10.1007/s12274-023-6146-4 · Cited by 12
Zhang, S., Sykes, E. C. H., & Montemore, M. M. (2022) · Chemical Science · doi:10.1039/d2sc03650a · Cited by 32
Self-citationWang, W., Pan, Z., Zhang, Z., Zhu, Y., & Shen, J. (2023) · ACS Applied Nano Materials · doi:10.1021/acsanm.3c01899 · Cited by 14
Lv, X., Liu, J., Kou, L., Ng, K. W., Wang, S., Frauenheim, T., & Pan, H. (2023) · ACS Catalysis · doi:10.1021/acscatal.3c03160 · Cited by 14
Configuration Matching Strategy to Control Selectivity in Heterogeneous Catalysis.
Cao, Y.-Q., Ge, X.-H., Qian, G., Zhang, J., Zhou, X.-G., Chen, D. W. C., Yuan, W.-J., & Duan, X.-Z. (2025) · Accounts of Chemical Research · doi:10.1021/acs.accounts.5c00671 · Cited by 10
Engineering PdAu/CeO2 Alloy/Oxide Interfaces for Selective Methane‐to‐Methanol Conversion with Water
Fernández-Villanueva, E., Ramírez, P., Lustemberg, P., Pérez, R., Ganduglia-Pirovano, M. V., & Rodríguez, J. A. (2025) · Angewandte Chemie · doi:10.1002/anie.202505716 · Cited by 9
Wang, W., Lewis, R. J., Lu, B., Wang, Q., Hutchings, G., Xu, J., & Deng, F. (2024) · ACS Catalysis · doi:10.1021/acscatal.3c05968 · Cited by 9
Xu, Y., Ross, M. B., Xin, H., & Che, F. (2023) · Cell Reports Physical Science · doi:10.1016/j.xcrp.2023.101718 · Cited by 10
Di, A., Xu, J.-P., Zinn, T., Sztucki, M., Deng, W., Ashok, A., Lian, C., & Bergström, L. (2023) · Nano letters (Print) · doi:10.1021/acs.nanolett.2c03068 · Cited by 9
Temporal Resolution of In Situ TEM Limits the Characterization of Catalyst Site Dynamics
Olajide, G., Maxson, T., & Szilvási, T. (2025) · ACS Catalysis · doi:10.1021/acscatal.5c05363 · Cited by 10
From Prediction to Performance: A Roadmap for Single-Atom Alloy Catalysts
Meier, D., & Sykes, E. C. H. (2025) · ACS Energy Letters · doi:10.1021/acsenergylett.5c02226 · Cited by 9
Self-citationStability of Pd Islands on Ag(111) and Au(111)
Gedara, B. S. A., & Trenary, M. (2022) · Journal of Physical Chemistry C · doi:10.1021/acs.jpcc.2c05386 · Cited by 8
Liu, X.-R., Shi, J.-M., Bai, X., & Wu, W. (2022) · Environmental science and pollution research international · doi:10.1007/s11356-022-19203-0 · Cited by 8
Egle, T., O'Connor, C. R., & Friend, C. (2021) · Journal of Physical Chemistry Letters · doi:10.1021/acs.jpclett.1c01367 · Cited by 8
Nanoscale wetting controls reactive Pd ensembles in synthesis of dilute PdAu alloy catalysts
Lim, K. R. G., Owen, C. J., Kaiser, S. K., Routh, P. K., Mendoza, M., Park, K.-C., Kim, T.-S., Garg, S., Gardener, J., Russotto, L., et al. (2025) · Nature Communications · doi:10.1038/s41467-025-61540-4 · Cited by 6
“…to identify the different CO binding geometries on the NP surface 47 , such as CO linearly atop metallic Au (Au 1 , 2110cm − 1 ) 48,49 or metallic Pd (Pd 1 , 2080cm − 1 ) 18,38 , CO on a two-foldPd bridge site (Pd 2 , 1980cm − 1 ) 10,26,38,50 , or CO on a threefold Pd hollow site (Pd 3 ) 10,26,50 .”
InfluentialZhou, X. G., Xia, R., Wang, Y., Xing, M., Zhang, L., & Cao, H. (2025) · Surfaces and Interfaces · doi:10.1016/j.surfin.2025.107119 · Cited by 6
Single-atom Pd boosted Cu catalysts for ethanol dehydrogenation
Feng, L., Bai, X., Pang, J.-F., Cao, H., Liu, X.-Y., Luo, W., Yang, X., Wu, P., & Zheng, M. (2025) · Acta Physico-Chimica Sinica · doi:10.1016/j.actphy.2025.100100 · Cited by 6
Theoretical Predictions of High-Performance Dual-Atom Alloys for the Decomposition of Formic Acid
Guan, X., Gao, W., Xiao, M., Liu, C., & Xing, W. (2024) · Materials Today Sustainability · doi:10.1016/j.mtsust.2024.100866 · Cited by 5
Ibrahim, H. H., Weckman, T., Murzin, D., & Honkala, K. (2024) · Journal of Catalysis · doi:10.1016/j.jcat.2024.115523 · Cited by 6
Modelling of metal nanoparticles’ structures and dynamics under reaction conditions
Duan, X., Han, Y., Zhu, B., & Gao, Y. (2023) · Materials Today Catalysis · doi:10.1016/j.mtcata.2023.100032 · Cited by 12
PdAg/Ag(111) Surface Alloys: A Highly Efficient Catalyst of Oxygen Reduction Reaction
Hua, M., Tian, X., Li, S., & Lin, X. (2022) · Nanomaterials · doi:10.3390/nano12111802 · Cited by 8
Plasmonic synthesis of Non-homogeneous AuPd alloy for efficient electrocatalyst
Zhu, L.-Y., Zhao, Y., Liu, X., Jiang, N., Zhang, R., Guo, Z., & Jiang, Y.-J. (2023) · Applications of Surface Science · doi:10.1016/j.apsusc.2023.157795 · Cited by 6
Zhao, R., Utomo, W. P., Qu, S., Lei, Q., Li, Y., & Wu, H. (2026) · Advanced Energy Materials · doi:10.1002/aenm.71106 · Cited by 5
First shell EXAFS data analysis of nano catalysts via neural networks
Marcella, N., Shimogawa, R., Xiang, Y., & Frenkel, A. I. (2025) · Journal of Catalysis · doi:10.1016/j.jcat.2025.116145 · Cited by 5
Wang, S., Guo, X., Zhou, Z., Cheng, H.-L., & Wang, L. (2025) · ACS Materials Letters · doi:10.1021/acsmaterialslett.5c00242 · Cited by 5
Interfacial interactions of polyoxometalate and Au0Pdδ+ alloy boosting aerobic oxidation of alcohols
Li, H., Zhao, W.-L., Chen, W., Zheng, R.-X., An, S., & Song, Y.-F. (2024) · Chemical Engineering and Science · doi:10.1016/j.ces.2024.120407 · Cited by 5
Wei, P., Zheng, J., Li, Q., Qin, Y.-C., & Song, L.-J. (2022) · Journal of Materials Science · doi:10.1007/s10853-022-07171-2 · Cited by 5
“The adequate catalytic activity and selectivity of PdAg bimetallic cluster can explain via ensemble (geometric) and/or ligand (electronic) effects [3, 9].”
BackgroundFilie, A., Shirman, T., Aizenberg, M., Aizenberg, J., Friend, C., & Madix, R. (2021) · Catalysis science & technology · doi:10.1039/d1cy00469g · Cited by 5
A review of electrocatalyst design for the selective oxidation of alcohols to carboxylic acids
Zhou, J.-X., Yu, Y., Han, J.-N., Lai, J.-P., & Wang, L. (2025) · Chemical Engineering Journal · doi:10.1016/j.cej.2025.170054 · Cited by 4
Metadata
- Authors
- Ouyang, M., Papanikolaou, K. G., Boubnov, A., Hoffman, A. S., Giannakakis, G., Bare, S. R., Stamatakis, M., Flytzani-Stephanopoulos, M., & Sykes, E. C. H.
- Affiliations
- Tufts University (US)
- Thomas Young Centre (GB)
- SLAC National Accelerator Laboratory (US)
- Corresponding author
- Sykes, E. Charles H.
- ORCID
- Venue
- Nature Communications
- Published
- 2021-03-09
- Volume
- 12
- Issue
- 1
- Pages
- 1549-1549
- ISSN
- 2041-1723 (ISSN-L)
- PMC
- PMC7943817
- OpenAlex
- W3135341684
- Cited by
- 187
- References
- 93
- Citations by year
- 2026: 25 · 2025: 47 · 2024: 38 · 2023: 31 · 2022: 27 · 2021: 19
- FWCI
- 8.73
- Type
- journal article
- Language
- en
- Open access
- gold
- doi.org
- Locations
- Nature Communications (publishedVersion, cc-by)
- PubMed Central (publishedVersion, cc-by)
- PubMed (publishedVersion)
- eScholarship (California Digital Library) (submittedVersion, cc-by)
- RePEc: Research Papers in Economics (submittedVersion)
- DOAJ (DOAJ: Directory of Open Access Journals) (submittedVersion, cc-by-sa)
- UCL Discovery (University College London) (submittedVersion)
- OSTI OAI (U.S. Department of Energy Office of Scientific and Technical Information) (submittedVersion)
- Funders
- U.S. Department of Energy (DE-SC0004738, DE-SC0012573, DE-AC02-76SF00515)
- Topics
- Physical Sciences › Materials Science › Materials Chemistry › Catalytic Processes in Materials Science
- Physical Sciences › Chemical Engineering › Catalysis › Catalysis and Oxidation Reactions
- Physical Sciences › Chemistry › Organic Chemistry › Nanomaterials for catalytic reactions
- Keywords
- single-atom alloy catalysts, active site geometry, palladium clusters, ethanol dehydrogenation, acetaldehyde selectivity, hydrogen selectivity, Monte Carlo simulation, heterogeneous catalysis
About these checks
Registry, retraction, Cites and statistics results are computed, not judged, with one exception: a printed reference that no index lists is read once by a model before it counts as a citation error. Claims are extracted by a model and kept only when their quote appears verbatim in the text; each cited source is then checked, with a model’s help, for whether it says what the claim relies on. Those verdicts can be wrong — read the claim’s quote and the cited source before relying on one.
Statistics and arithmetic are recomputed, not judged.
Confidence bands are shown only for fields calibrated on our annotated test set. None is calibrated yet, so no band is shown.
What counts as a claim ›How we measure confidence ›How we check this ›
Are you an author, or do you see a problem with this page? Request a review