High-Entropy Alloys as a Discovery Platform for Electrocatalysis

Nanostructured High‐Entropy Alloys with Multiple Principal Elements: Novel Alloy Design Concepts and Outcomes

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Origin of the Overpotential for Oxygen Reduction at a Fuel-Cell Cathode

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Microstructural development in equiatomic multicomponent alloys

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A critical review of high entropy alloys and related concepts

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The atomic simulation environment—a Python library for working with atoms

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Improved Oxygen Reduction Activity on Pt 3 Ni(111) via Increased Surface Site Availability

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Theoretical surface science and catalysis—calculations and concepts

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Solid‐Solution Phase Formation Rules for Multi‐component Alloys

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Alloys of platinum and early transition metals as oxygen reduction electrocatalysts

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Rational Design of Earth‐Abundant Catalysts toward Sustainability

Guo, J., Haghshenas, Y., Jiao, Y., Kumar, P. V., Yakobson, B. I., Roy, A. K., Jiao, Y., Regenauer‐Lieb, K., Nguyen, D., & Xia, Z. (2024) · Advanced Materials · doi:10.1002/adma.202407102 · Cited by 90

Novel self-supporting thin film electrodes of FeCoNiCrMn high entropy alloy for excellent oxygen evolution reaction

Yang, P., Shi, Y., Xia, T., Jiang, Z., Ren, X., Liang, L., Shao, Q., & Zhu, K. (2022) · Journal of Alloys and Compounds · doi:10.1016/j.jallcom.2022.168582 · Cited by 86

Designing strategies and enhancing mechanism for multicomponent high-entropy catalysts

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High‐Entropy Perovskites for Energy Conversion and Storage: Design, Synthesis, and Potential Applications

Wang, Y., Liu, J., Song, Y., Yu, J., Tian, Y., Robson, M. J., Wang, J., Zhang, Z., Lin, X., Zhou, G., et al. (2023) · Small Methods · doi:10.1002/smtd.202201138 · Cited by 88

Recent progress in high-entropy metallic glasses

Luan, H., Li, K., Shi, L., Zhao, W., Bu, H., Gong, P., & Yao, K.-F. (2023) · Journal of Material Science and Technology · doi:10.1016/j.jmst.2023.03.031 · Cited by 85

High-Entropy Metal–Organic Framework Arrays Boost Oxygen Evolution Electrocatalysis

Xu, S., Li, M., Wang, H., Sun, Y., Liu, W., Duan, J., & Chen, S. (2022) · The Journal of Physical Chemistry C · doi:10.1021/acs.jpcc.2c05083 · Cited by 87

High-temperature shock synthesis of high-entropy-alloy nanoparticles for catalysis

Liu, Y., Tian, X., Han, Y., Chen, Y., & Hu, W. (2023) · CHINESE JOURNAL OF CATALYSIS (CHINESE VERSION) · doi:10.1016/s1872-2067(23)64428-6 · Cited by 90

Accelerating the Discovery of Oxygen Reduction Electrocatalysts: High‐Throughput Screening of Element Combinations in Pt‐Based High‐Entropy Alloys

Pan, Y., Shan, X., Cai, F., Gao, H., Xu, J., & Zhou, M. (2024) · Angewandte Chemie International Edition · doi:10.1002/anie.202407116 · Cited by 87

Recent advances in the synthesis and fabrication methods of high-entropy alloy nanoparticles

Wan, W., Liang, K., Zhu, P., He, P., & Zhang, S. (2023) · Journal of Material Science and Technology · doi:10.1016/j.jmst.2023.08.051 · Cited by 83

Machine Learning Paves the Way for High Entropy Compounds Exploration: Challenges, Progress, and Outlook

Wan, X., Li, Z., Yu, W., Wang, A., Ke, X., Guo, H., Su, J., Li, L., Gui, Q., Zhao, S., et al. (2023) · Advanced Materials · doi:10.1002/adma.202305192 · Cited by 83

High‐Entropy Catalysis Accelerating Stepwise Sulfur Redox Reactions for Lithium–Sulfur Batteries

Xu, Y., Yuan, W., Geng, C., Hu, Z., Li, Q., Zhao, Y., Zhang, X., Zhou, Z. P., Yang, C., & Yang, Q. (2024) · Advanced Science · doi:10.1002/advs.202402497 · Cited by 81

High-entropy materials for electrocatalytic applications: a review of first principles modeling and simulations

Huo, W., Wang, S., Dominguez-Gutierrez, F. J., Ren, K., Kurpaska, Ł., Fang, F., Papanikolaou, S., Kim, H. S., & Jiang, J. (2023) · Materials Research Letters · doi:10.1080/21663831.2023.2224397 · Cited by 81

High entropy alloy electrocatalysts

Gao, G., Yu, Y., Zhu, G., Sun, B., He, R., Cabot, A., & Sun, Z. (2024) · Journal of Energy Chemistry · doi:10.1016/j.jechem.2024.07.049 · Cited by 82

Transforming Adsorbate Surface Dynamics in Aqueous Electrocatalysis: Pathways to Unconstrained Performance

Do, V., & Lee, J. (2025) · Advanced Materials · doi:10.1002/adma.202417516 · Cited by 82

Ordered Mesoporous High‐Entropy Intermetallics for Efficient Oxygen Reduction Electrocatalysis

Wang, Y.-Z., Zhang, X., He, H., Chen, J., & Liu, B. (2023) · Advanced Energy Materials · doi:10.1002/aenm.202303923 · Cited by 80

An Introduction to Electrocatalyst Design using Machine Learning for Renewable Energy StoragePreprint

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Searching for an Optimal Multi‐Metallic Alloy Catalyst by Active Learning Combined with Experiments

Kim, M., Ha, M. Y., Jung, W., Yoon, J., Shin, E., Kim, I., Lee, W. B., Kim, Y., & Jung, H. (2022) · Advanced Materials · doi:10.1002/adma.202108900 · Cited by 79

Scalable and Controllable Synthesis of Pt‐Ni Bunched‐Nanocages Aerogels as Efficient Electrocatalysts for Oxygen Reduction Reaction

Zheng, Y., Petersen, A. S., Wan, H., Hübner, R., Zhang, J., Wang, J., Qi, H., Ye, Y., Liang, C., Yang, J., et al. (2023) · Advanced Energy Materials · doi:10.1002/aenm.202204257 · Cited by 77

High entropy materials based electrocatalysts for water splitting: Synthesis strategies, catalytic mechanisms, and prospects

Li, X., Zhou, Y., Feng, C., Wei, R., Hao, X., Tang, K., & Guan, G. (2022) · Nano Research · doi:10.1007/s12274-022-5207-4 · Cited by 80

New Aspects of Platinum Group Metal‐Based Solid‐Solution Alloy Nanoparticles: Binary to High‐Entropy Alloys

Kusada, K., Wu, D., & Kitagawa, H. (2019) · Chemistry - A European Journal · doi:10.1002/chem.201903928 · Cited by 79

MoSe2–VSe2–NbSe2 Ternary Alloy Nanosheets to Boost Electrocatalytic Hydrogen Evolution Reaction

Kwon, I. S., Kwak, I. H., Zewdie, G. M., Lee, S. J., Kim, J. Y., Yoo, S. J., Kim, J., Park, J., & Kang, H. S. (2022) · Advanced Materials · doi:10.1002/adma.202205524 · Cited by 76

Deactivation mechanism for water splitting: Recent advances

Jia, Y., Li, Y., Zhang, Q., Yasin, S., Zheng, X., Ma, K., Hua, Z., Shi, J., Gu, C., Dou, Y., et al. (2024) · Carbon Energy · doi:10.1002/cey2.528 · Cited by 76

Porous high-entropy alloys as efficient electrocatalysts for water-splitting reactions

Ipadeola, A. K., Lebechi, A. K., Gaolatlhe, L., Haruna, A. B., Chitt, M., Eid, K., Abdullah, A. M., & Ozoemena, K. I. (2022) · Electrochemistry Communications · doi:10.1016/j.elecom.2022.107207 · Cited by 75

Facet-Controlled Synthesis of Platinum-Group-Metal Quaternary Alloys: The Case of Nanocubes and {100} Facets

Wang, C., Huang, Z., Ding, Y., Xie, M., Chi, M., & Xia, Y. (2023) · Journal of the American Chemical Society · doi:10.1021/jacs.2c12368 · Cited by 75

Flexible Solid‐State Direct Ethanol Fuel Cell Catalyzed by Nanoporous High‐Entropy Al‐Pd‐Ni‐Cu‐Mo Anode and Spinel (AlMnCo)3O4 Cathode

Li, S., Wang, J., Lin, X., Xie, G., Huang, Y., Liu, X., & Qiu, H. (2020) · Advanced Functional Materials · doi:10.1002/adfm.202007129 · Cited by 74

High-entropy alloys for water oxidation: a new class of electrocatalysts to look out for

Nandan, R., Rekha, M. Y., Devi, H. R., Srivastava, C., & Nanda, K. K. (2020) · Chemical Communications · doi:10.1039/d0cc06485h · Cited by 74

MOF-mediated synthesis of novel PtFeCoNiMn high-entropy nano-alloy as bifunctional oxygen electrocatalysts for zinc-air battery

Xie, M., Xiao, X. H., Wu, D., Zhen, C., Wu, C., Wang, W., Nian, H., Li, F., Gu, M. D., & Xü, Q. (2024) · Nano Research · doi:10.1007/s12274-024-6526-4 · Cited by 75

Insights in the Oxygen Reduction Reaction: From Metallic Electrocatalysts to Diporphyrins

Wan, H., Jensen, A. W., Escudero‐Escribano, M., & Rossmeisl, J. (2020) · ACS Catalysis · doi:10.1021/acscatal.0c01085 · Cited by 73

Catalytic Nanoframes and Beyond

Kwon, T., Jun, M., & Lee, K. (2020) · Advanced Materials · doi:10.1002/adma.202001345 · Cited by 73

Design high-entropy electrocatalyst via interpretable deep graph attention learning

Zhang, J., Wang, C., Huang, S., Xiang, X., Xiong, Y., Xu, B., Ma, S., Fu, H., Kai, J., Kang, X., et al. (2023) · Joule · doi:10.1016/j.joule.2023.06.003 · Cited by 74

Recent Progress of Non-Pt Catalysts for Oxygen Reduction Reaction in Fuel Cells

Chen, Q., Zhang, Z., Zhang, R., Hu, M., Shi, L., & Yao, Z. (2023) · Processes · doi:10.3390/pr11020361 · Cited by 73

Fundamental comprehension, synthetic procedures and catalytic applications of high entropy oxide nanomaterials

Wang, Q., Liu, X., He, D., & Wang, D. S. (2023) · Materials Today · doi:10.1016/j.mattod.2023.10.007 · Cited by 72

Leveraging Entropy and Crystal Structure Engineering in Prussian Blue Analogue Cathodes for Advancing Sodium-Ion Batteries

He, Y., Dreyer, S. L., Akçay, T., Diemant, T., Mönig, R., Ma, Y., Tang, Y., Wang, H., Lin, J. C., Schweidler, S., et al. (2024) · ACS Nano · doi:10.1021/acsnano.4c07528 · Cited by 72

Exploring the Composition Space of High-Entropy Alloy Nanoparticles for the Electrocatalytic H 2 /CO Oxidation with Bayesian Optimization

Mints, V. A., Pedersen, J. K., Bagger, A., Quinson, J., Anker, A. S., Jensen, K. M. Ø., Rossmeisl, J., & Arenz, M. (2022) · ACS Catalysis · doi:10.1021/acscatal.2c02563 · Cited by 71

From Single Metals to High‐Entropy Alloys: How Machine Learning Accelerates the Development of Metal Electrocatalysts

Fan, X., Chen, L., Huang, D., Tian, Y., Zhang, X., Jiao, M., & Zhou, Z. P. (2024) · Advanced Functional Materials · doi:10.1002/adfm.202401887 · Cited by 74

Progress in Computational and Machine‐Learning Methods for Heterogeneous Small‐Molecule Activation

Gu, G. H., Choi, C., Lee, Y., Situmorang, A. B., Noh, J., Kim, Y., & Jung, Y. (2020) · Advanced Materials · doi:10.1002/adma.201907865 · Cited by 72

Toward Better and Smarter Batteries by Combining AI with Multisensory and Self‐Healing Approaches

Vegge, T., Tarascon, J., & Edström, K. (2021) · Advanced Energy Materials · doi:10.1002/aenm.202100362 · Cited by 74

Progress and Perspective of Metallic Glasses for Energy Conversion and Storage

Jiang, R., Da, Y., Chen, Z., Cui, X., Han, X., Ke, H., Liu, Y., Chen, Y., Deng, Y., & Hu, W. (2022) · Advanced Energy Materials · doi:10.1002/aenm.202101092 · Cited by 70

High-entropy alloys in water electrolysis: Recent advances, fundamentals, and challenges

Zhang, Q., Lian, K., Qi, G., Zhang, S., Liu, Q., Luo, Y., Luo, J., & Liu, X. (2023) · Science China Materials · doi:10.1007/s40843-022-2379-8 · Cited by 71

Free-standing high-entropy alloy plate for efficient water oxidation catalysis: structure/composition evolution and implication of high-valence metals

Yi, L., Xiao, S., Wei, Y., Li, D., Wang, R., Guo, S., & Hu, W. (2023) · Chemical Engineering Journal · doi:10.1016/j.cej.2023.144015 · Cited by 70

Stabilizing Ru in Multicomponent Alloy as Acidic Oxygen Evolution Catalysts with Machine Learning-Enabled Structural Insights and Screening

Maulana, A. L., Han, S., Yu, S., Chen, P., Lizandara‐Pueyo, C., De, S., Schierle‐Arndt, K., & Yang, P. (2025) · Journal of the American Chemical Society · doi:10.1021/jacs.4c16638 · Cited by 70

Defect-rich FeCoNiPB/(FeCoNi)3O4-x high-entropy composite nanoparticles for oxygen evolution reaction: Impact of surface activation

Wei, R., Zhang, K., Zhao, P., An, Y., Tang, C. W., Chen, C., Li, X., Ma, X., Ma, Y., & Hao, X. (2021) · Applied Surface Science · doi:10.1016/j.apsusc.2021.149327 · Cited by 69

Recent advances in modelling structure-property correlations in high-entropy alloys

Deshmukh, A. A., & Ranganathan, R. (2024) · Journal of Material Science and Technology · doi:10.1016/j.jmst.2024.03.027 · Cited by 69

Frontiers of MXenes-based hybrid materials for energy storage and conversion applications

Bhat, M. Y., Adeosun, W. A., Prenger, K., Samad, Y. A., Liao, K., Naguib, M., Mao, S. S., & Qurashi, A. (2024) · Advanced Composites and Hybrid Materials · doi:10.1007/s42114-024-01121-z · Cited by 70

Electrocatalysts for the Oxygen Reduction Reaction in Proton Exchange Membrane Fuel Cells: Significant Advances, Major Challenges, and Future Directions

Alfaifi, S. M., Balu, R., Chiang, K., Choudhury, N. R., & Dutta, N. K. (2025) · ACS Catalysis · doi:10.1021/acscatal.5c00903 · Cited by 75

Frontiers in atomistic simulations of high entropy alloys

Ferrari, A., Dutta, B., Gubaev, K., Ikeda, Y., Srinivasan, P., Grabowski, B., & Körmann, F. (2020) · Journal of Applied Physics · doi:10.1063/5.0025310 · Cited by 69

Plasma-regulated two-dimensional high entropy oxide arrays for synergistic hydrogen evolution: From theoretical prediction to electrocatalytic applications

Ding, S., Sun, Y., Lou, F., Yu, L., Xia, B., Duan, J., Zhang, Y., & Chen, S. (2021) · Journal of Power Sources · doi:10.1016/j.jpowsour.2021.230873 · Cited by 69

Self-Supporting FeCoNiCuTiGa High-Entropy Alloy Electrodes for Alkaline Hydrogen and Oxygen Evolution Reactions: Experimental and Theoretical Insights

He, Y., Wu, J., Hu, F., Mao, L., Aminabhavi, T. M., Vasseghian, Y., & Najafabadi, A. H. (2024) · ACS Applied Energy Materials · doi:10.1021/acsaem.4c01036 · Cited by 69

How computations accelerate electrocatalyst discovery

Ling, C., Cui, Y., Lu, S., Bai, X., & Wang, J. (2022) · Chem · doi:10.1016/j.chempr.2022.03.015 · Cited by 69

Rhenium-Based Electrocatalysts for Water Splitting

Ramírez, A. M. R., Heidari, S., Vergara-Pacheco, A., Aguilera, M. V., Preuss, P., Camarada, M. B., & Fischer, A. (2023) · ACS Materials Au · doi:10.1021/acsmaterialsau.2c00077 · Cited by 69

Recent advances in catalyst design and activity enhancement induced by a magnetic field for electrocatalysis

Wang, K., Yang, Q., Zhang, H., Zhang, M., Jiang, H., Chen, Z., & Li, J. (2023) · Journal of Materials Chemistry A · doi:10.1039/d2ta09276j · Cited by 67

Facile Solvothermal Synthesis of Pt–Ir–Pd–Rh–Ru–Cu–Ni–Co High-Entropy Alloy Nanoparticles

Broge, N. L. N., Bertelsen, A. D., Søndergaard‐Pedersen, F., & Iversen, B. B. (2022) · Chemistry of Materials · doi:10.1021/acs.chemmater.2c02842 · Cited by 66

High‐entropy alloys for accessing hydrogen economy via sustainable production of fuels and direct application in fuel cells

Cheng, Q., Wang, M., Ni, J., He, Y., Ji, H., Liu, S., Qian, T., & Yan, C. (2023) · Rare Metals · doi:10.1007/s12598-023-02343-8 · Cited by 66

Unlocking the potential of hydrogen evolution: Advancements in 3D nanostructured electrocatalysts supported on nickel foam

Xiao, C., Hong, T., Jia, J. F., Jia, H., Li, J., Zhu, Y., Ge, S., Liu, C., & Zhu, G. (2024) · Applied Catalysis B: Environmental · doi:10.1016/j.apcatb.2024.124197 · Cited by 69

PdMoPtCoNi High Entropy Nanoalloy with d Electron Self‐Complementation‐Induced Multisite Synergistic Effect for Efficient Nanozyme Catalysis

Yang, X., Feng, J., Li, Y., Zhu, W., Pan, Y., Han, Y., Li, C., Xie, H., Wang, J., Ping, J. F., et al. (2024) · Advanced Science · doi:10.1002/advs.202406149 · Cited by 66

Scalable synthesis of Cu-cluster catalysts via spark ablation for the electrochemical conversion of CO2 to acetaldehyde

Koolen, C. D., Pedersen, J. K., Zijlstra, B., Winzely, M., Zhang, J., Pfeiffer, T. V., Vrijburg, W. L., Li, M., Agarwal, A., Akbari, Z., et al. (2025) · Nature Synthesis · doi:10.1038/s44160-024-00705-3 · Cited by 75

Ab Initio to Activity: Machine Learning-Assisted Optimization of High-Entropy Alloy Catalytic Activity

Clausen, C. M., Nielsen, M. L. S., Pedersen, J. K., & Rossmeisl, J. (2022) · High Entropy Alloys & Materials · doi:10.1007/s44210-022-00006-4 · Cited by 66

Design strategies of Pd‐based electrocatalysts for efficient oxygen reduction

Li, C., Shan, G., Guo, C., & Ma, R. (2023) · Rare Metals · doi:10.1007/s12598-022-02234-4 · Cited by 66

CoCrFeNi High-Entropy Alloy as an Enhanced Hydrogen Evolution Catalyst in an Acidic Solution

McKay, F. C., Fang, Y., Kizilkaya, O., Singh, P. K., Johnson, D. D., Roy, A. D., Young, D. P., Sprunger, P. T., Flake, J. C., Shelton, W. A., et al. (2021) · The Journal of Physical Chemistry C · doi:10.1021/acs.jpcc.1c03646 · Cited by 64

Accelerating the design of high-entropy alloys with high hardness by machine learning based on particle swarm optimization

Chen, C., Ma, L., Zhang, Y., Liaw, P. K., & Ren, J. (2022) · Intermetallics · doi:10.1016/j.intermet.2022.107819 · Cited by 64

Large-scale and facile synthesis of a porous high-entropy alloy CrMnFeCoNi as an efficient catalyst

Peng, H., Xie, Y., Xie, Z., Wu, Y., Zhu, W., Liang, S., & Wang, L. (2020) · Journal of Materials Chemistry A · doi:10.1039/d0ta04940a · Cited by 66

A transferable machine-learning scheme from pure metals to alloys for predicting adsorption energies

Li, X., Li, B., Yang, Z. K., Chen, Z., Gao, W., & Jiang, Q. (2021) · Journal of Materials Chemistry A · doi:10.1039/d1ta09184k · Cited by 63

CoFeNiMnZnB as a High-Entropy Metal Boride to Boost the Oxygen Evolution Reaction

Wang, X., Zuo, Y., Horta, S., He, R., Yang, L., Moghaddam, A. O., Ibáñez, M., Qi, X., & Cabot, A. (2022) · ACS Applied Materials & Interfaces · doi:10.1021/acsami.2c11627 · Cited by 64

Exploring the High-Entropy Oxide Composition Space: Insights through Comparing Experimental with Theoretical Models for the Oxygen Evolution Reaction

Mints, V. A., Svane, K. L., Rossmeisl, J., & Arenz, M. (2024) · ACS Catalysis · doi:10.1021/acscatal.3c05915 · Cited by 63

Parameters Affecting the Fuel Cell Reactions on Platinum Bimetallic Nanostructures

Alonso‐Vante, N. (2023) · Electrochemical Energy Reviews · doi:10.1007/s41918-022-00145-7 · Cited by 63

High-entropy alloy electrocatalysts screened using machine learning informed by quantum-inspired similarity analysis

Chang, Y., Benlolo, I., Bai, Y., Reimer, C., Zhou, D., Zhang, H., Matsumura, H., Choubisa, H., Li, X., Chen, W., et al. (2024) · Matter · doi:10.1016/j.matt.2024.10.001 · Cited by 62

Multiscopic Microenvironment Engineering in Nitrate Electrocatalytic Reduction

Gu, L., Cong, Y., Wu, Z., Xie, F., Hua, Y., Xu, H. L., & Yang, J. (2025) · Advanced Functional Materials · doi:10.1002/adfm.202500316 · Cited by 62

Emergence of local scaling relations in adsorption energies on high-entropy alloys

Saidi, W. A. (2022) · npj Computational Materials · doi:10.1038/s41524-022-00766-y · Cited by 63

Activating multisite high-entropy alloy nanocrystals via enriching M–pyridinic N–C bonds for superior electrocatalytic hydrogen evolution

Wang, J., Zhang, J., Hu, Y., Jiang, H., & Li, C. (2022) · 中国科学通报：英文版 · doi:10.1016/j.scib.2022.08.022 · Cited by 60

Alkaline oxygen reduction/evolution reaction electrocatalysis: A critical review focus on orbital structure, non-noble metal catalysts, and descriptors

Zhao, X., Hao, Z., Zhang, X., Li, L., Gao, Y., & Liu, L. (2024) · Chemical Engineering Journal · doi:10.1016/j.cej.2024.155005 · Cited by 60

Understanding electrified interfaces

Steinmann, S. N., & Seh, Z. W. (2021) · Nature Reviews Materials · doi:10.1038/s41578-021-00303-1 · Cited by 59

High-entropy alloy catalysts: high-throughput and machine learning-driven design

Chen, L., Chen, Z., Yao, X., Su, B., Chen, W., Pang, X., Kim, K.-S., Singh, C. V., & Zou, Y. (2022) · Journal of Materials Informatics · doi:10.20517/jmi.2022.23 · Cited by 59

Laser Precise Synthesis of Oxidation-Free High-Entropy Alloy Nanoparticle Libraries

Guo, C., Hu, X., Han, X., Gao, Y. L., Zheng, T., Chen, D., Qiu, X., Wang, P., Xu, K., Chen, Y., et al. (2024) · Journal of the American Chemical Society · doi:10.1021/jacs.4c03658 · Cited by 63

Spatially Immobilized PtPdFeCoNi as an Excellent Bifunctional Oxygen Electrocatalyst for Zinc–Air Battery

Xie, M., Lu, Y., Xiao, X., Wu, D., Shao, B., Nian, H., Wu, C., Wang, W., Gu, J., Han, S., et al. (2024) · Advanced Functional Materials · doi:10.1002/adfm.202414537 · Cited by 59

Finely tailoring the local ensembles in heterostructured high entropy alloy catalysts through pulsed annealing

Zeng, K., Hu, R., Zhang, J., Li, X., Xu, Y., Mu, X., Wu, H., Liu, S., Liu, H., Chen, J., et al. (2025) · Nature Communications · doi:10.1038/s41467-025-58495-x · Cited by 58

Predicting Catalytic Activity of High-Entropy Alloys for Electrocatalysis

Wang, S., & Xin, H. (2019) · Chem · doi:10.1016/j.chempr.2019.02.015 · Cited by 58

High-Power Hybrid Alkali-Acid Fuel Cell for Synchronous Glycerol Valorization Implemented by High-Entropy Sulfide Electrocatalyst

Wang, P., Wang, G., Chen, K., Pan, W., Yi, L., Wang, J., Chen, Q., Chen, J., & Wen, Z. (2023) · Nano Energy · doi:10.1016/j.nanoen.2023.108992 · Cited by 57

Building Practical Descriptors for Defect Engineering of Electrocatalytic Materials

Chattot, R., Bordet, P., Martens, I., Drnec, J., Dubau, L., & Maillard, F. M. (2020) · ACS Catalysis · doi:10.1021/acscatal.0c02144 · Cited by 58

Emergence of machine learning in the development of high entropy alloy and their prospects in advanced engineering applications

Katiyar, N. K., Goel, G., & Goel, S. (2021) · Emergent Materials · doi:10.1007/s42247-021-00249-8 · Cited by 56

Eutectic-derived high-entropy nanoporous nanowires for efficient and stable water-to-hydrogen conversion

Wang, Y., Yu, B., He, M. H., Zhai, Z., Yin, K., Kong, F., & Zhang, Z. (2021) · Nano Research · doi:10.1007/s12274-021-4059-7 · Cited by 56

Rational Designing of Bimetallic/Trimetallic Hydrogen Evolution Reaction Catalysts Using Supervised Machine Learning

Pandit, N. K., Roy, D., Mandal, S. C., & Pathak, B. (2022) · The Journal of Physical Chemistry Letters · doi:10.1021/acs.jpclett.2c01401 · Cited by 55

Rational design of noble metal-based multimetallic nanomaterials: A review

Yusuf, B. A., Yaseen, W., Xie, J., Babangida, A. A., Muhammad, A. I., Xie, M., & Xu, Y. (2022) · Nano Energy · doi:10.1016/j.nanoen.2022.107959 · Cited by 55

Electroshock synthesis of a bifunctional nonprecious multi‐element alloy for alkaline hydrogen oxidation and evolution

Du, L., Hu, X., Lu, H., Yang, L., Liao, R., Xia, B. Y., & You, B. (2022) · Exploration · doi:10.1002/exp.20220024 · Cited by 55

Materials for electrocatalysts in proton exchange membrane fuel cell: A brief review

Alabi, A. S., Popoola, A. P. I., Popoola, O., Mathe, N., & Abdulwahab, M. (2023) · Frontiers in Energy Research · doi:10.3389/fenrg.2023.1091105 · Cited by 56

In Situ SERS Probing the Effect of Additional Metals on Pt-Based Ternary Alloys toward Improving ORR Performance

Zhong, H., Ze, H., Zhang, X., Zhang, H., Dong, J., Shen, T., Zhang, Y., Sun, J., & Li, J. (2023) · ACS Catalysis · doi:10.1021/acscatal.3c01317 · Cited by 57

High entropy alloys prepared by spark plasma sintering: Mechanical and thermal properties

Ujah, C. O., Kallon, D. V. V., & Aigbodion, V. S. (2023) · Materials Today Sustainability · doi:10.1016/j.mtsust.2023.100639 · Cited by 55

Boosting overall saline water splitting by constructing a strain‐engineered high‐entropy electrocatalyst

Bao, A., Gu, Y., Zhang, Y., Zhang, B., Wu, J., Ni, B., Zhang, X., Pan, H., & Qi, X. (2024) · Carbon Energy · doi:10.1002/cey2.519 · Cited by 56

High-Entropy-Alloy Nanocrystal Based Macro- and Mesoporous Materials

Marco, M. L. D., Baaziz, W., Sharna, S., Devred, F., Poleunis, C., Chevillot‐Biraud, A., Nowak, S., Haddad, R., Odziomek, M., Boissière, C., et al. (2022) · ACS Nano · doi:10.1021/acsnano.2c05465 · Cited by 54

Magnetoelectric Coupling for Metal–Air Batteries

Wang, H., Wang, K., Zuo, Y., Wei, M., Pei, P., Zhang, P., Chen, Z., & Shang, N. (2022) · Advanced Functional Materials · doi:10.1002/adfm.202210127 · Cited by 56

Strong Metal–Support Interaction Facilitated Multicomponent Alloy Formation on Metal Oxide Support

Han, J., Yang, J., Zhang, Z., Jiang, X., Liu, W., Qiao, B., Mu, J., & Wang, F. (2023) · Journal of the American Chemical Society · doi:10.1021/jacs.3c07915 · Cited by 56

The Elements Selection of High Entropy Alloy Guided by Thermodynamics and the Enhanced Electrocatalytic Mechanism for Oxygen Reduction Reaction

Wang, K., Chen, R., Yang, H., Chen, Y., Jia, H., He, Y., Song, S., & Wang, Y. (2023) · Advanced Functional Materials · doi:10.1002/adfm.202310683 · Cited by 59

Surface decoration on self-supporting high entropy alloy electrodes for enhanced electrochemical water splitting

Zhou, R., Han, X., Chen, Q., Peng, L., Qiu, X., Wang, P., Guo, C., Wang, J., Wang, Z., & Hao, J. (2024) · Journal of Materials Chemistry A · doi:10.1039/d3ta07131f · Cited by 54

High-entropy nanoparticle constructed porous honeycomb as a 3D sulfur host for lithium polysulfide adsorption and catalytic conversion in Li–S batteries

Zhou, Z., Chen, Z., Lv, H., Zhao, Y., Wei, H., Huai, G., Xu, R., & Wang, Y. (2023) · Journal of Materials Chemistry A · doi:10.1039/d2ta08126a · Cited by 53

Laser-thermal reduction synthesis of high-entropy alloys towards high-performance pH universal hydrogen evolution reaction

Yu, Y., Wang, Q., Li, X., Xie, Q., Xu, K., Zhang, S., Zhang, H., Gong, M., & Lei, W. (2024) · Nano Materials Science · doi:10.1016/j.nanoms.2024.05.012 · Cited by 58

Mesoporous Single-Crystal High-Entropy Alloy

Nandan, R., Nam, H. N., Phung, Q. M., Nara, H., Henzie, J., & Yamauchi, Y. (2025) · Journal of the American Chemical Society · doi:10.1021/jacs.5c01260 · Cited by 53

High-Entropy Amorphous Catalysts for Water Electrolysis: A New Frontier

Wang, G., Chen, Z., Zhu, J., Xie, J., Wei, W., Yan, Y., & Ni, B. (2025) · Nano-Micro Letters · doi:10.1007/s40820-025-01936-5 · Cited by 54

High entropy materials frontier and theoretical insights for logistics CO2 reduction and hydrogenation: Electrocatalysis, photocatalysis and thermo-catalysis

Shaikh, J. S., Rittiruam, M., Saelee, T., Márquez, V., Shaikh, N. S., Khajondetchairit, P., Pathan, S. C., Jiraborvornpongsa, N., Praserthdam, S., & Praserthdam, P. (2023) · Journal of Alloys and Compounds · doi:10.1016/j.jallcom.2023.172232 · Cited by 53

Surfactant-Free Colloidal Syntheses of Gold-Based Nanomaterials in Alkaline Water and Mono-alcohol Mixtures

Quinson, J., Aalling‐Frederiksen, O., Dacayan, W. L., Bjerregaard, J. D., Jensen, K. D., Jørgensen, M. R. V., Kantor, I. Y., Sørensen, D. R., Kuhn, L. T., Johnson, M. S., et al. (2023) · Chemistry of Materials · doi:10.1021/acs.chemmater.3c00090 · Cited by 52

Modeling high-entropy transition metal alloys with alchemical compression

Lopanitsyna, N., Fraux, G., Springer, M. A., De, S., & Ceriotti, M. (2023) · Physical Review Materials · doi:10.1103/physrevmaterials.7.045802 · Cited by 60

Non-noble metal high entropy sulfides for efficient oxygen evolution reaction catalysis

Shi, J., Jiang, H., Hong, X., & Tang, J. (2023) · Applied Surface Science · doi:10.1016/j.apsusc.2023.158598 · Cited by 51

Computational Screening of Pt-Skin Oxygen Reduction Reaction Electrocatalyst Supported by Random Solid-Solution PtPdRhIrRu Alloy

Aliman, J. M., Ebaya, J. L. P., Bongabong, K. J., Domato, D. C., Chan, G. L., & Ambolode, L. C., II (2026) · Journal of Physics Conference Series · doi:10.1088/1742-6596/3268/1/012025

Unraveling Reactivity Origin of Oxygen Reduction at High-Entropy Alloy Electrocatalysts with a Computational and Data-Driven Approach

Huang, Y., Wang, S., Wang, X., Omidvar, N., Achenie, L. E. K., Skrabalak, S. E., & Xin, H. (2024) · The Journal of Physical Chemistry C · doi:10.1021/acs.jpcc.4c01630 · Cited by 29

Inverse design and discovery of high entropy alloy catalysts for efficient oxygen evolution reaction

Thoudam, J., & Jain, A. (2026) · The Journal of Chemical Physics · doi:10.1063/5.0328756

Machine-learning-assisted discovery of highly efficient high-entropy alloy catalysts for the oxygen reduction reaction

Wan, X., Zhang, Z., Yu, W., Niu, H., Wang, X., & Guo, Y. (2022) · Patterns · doi:10.1016/j.patter.2022.100553 · Cited by 93

Following Paths of Maximum Catalytic Activity in the Composition Space of High‐Entropy Alloys

Plenge, M. K., Pedersen, J. K., Mints, V. A., Arenz, M., & Rossmeisl, J. (2022) · Advanced Energy Materials · doi:10.1002/aenm.202202962 · Cited by 44