Research graph
References from Machine learning-assisted examination of precursor-dosage effects in OER catalysts. Local targets link to admitted publications; unresolved targets remain external evidence.
Accelerated deprotonation with a hydroxy-silicon alkali solid for rechargeable zinc–air batteries
10.1038/s41467-023-42728-y · 2023 · External reference
Progress and challenges in engineering the atomic structure of oxygen electrocatalysts for zinc–air batteries
10.1016/j.cej.2024.154561 · 2024 · External reference
Revealing the effect of various organic ligands on the OER activity of MOF-derived 3D hierarchical cobalt oxide@carbon nanostructures
10.1016/j.jallcom.2022.167909 · 2023 · External reference
Phosphorus-doped cobalt oxide/cobalt sulfide heterostructure for enhanced oxygen evolution
10.1016/j.jallcom.2024.175330 · 2024 · External reference
Navigating covalency of cobalt oxides for enhanced oxygen evolution
2025 · External reference
Surface oxygen engineering by plasma activation: accelerated charge transfer in carbon@cobalt oxide nanoparticles electrocatalysts in the oxygen evolution reaction
10.1016/j.jpowsour.2026.239732 · 2026 · External reference
Interface engineering combined with P, N self-doped synergistic optimization strategies for designing Co/CoO@PNC heterojunction electrocatalyst for accelerating oxygen evolution reaction
10.1016/j.jallcom.2025.179550 · 2025 · External reference
Interfacial electric fields and electronic modulations synergistically enhance lattice oxygen mechanism for efficient oxygen evolution reaction
2026 · External reference
Operando monitoring of the functional role of tetrahedral cobalt centers for the oxygen evolution reaction
10.1038/s41467-025-55857-3 · 2025 · External reference
Atomic-scale insights into surface reconstruction and transformation in Co-Cr spinel oxides during the oxygen evolution reaction
10.1038/s41467-025-65626-x · 2025 · External reference
Polyaniline engineering defect-induced nitrogen doped carbon-supported Co3O4 hybrid composite as a high-efficiency electrocatalyst for oxygen evolution reaction
10.1016/j.apsusc.2020.146626 · 2020 · External reference
A review on defect-modulated electrocatalysts for the oxygen evolution reaction
10.1039/d4nr01805b · 2024 · External reference
Ultrafine Co nanoparticles encapsulated in carbon-nanotubes-grafted graphene sheets as advanced electrocatalysts for the hydrogen evolution reaction
2018 · External reference
Strong bonding of lattice N activates metal Ni to achieve efficient water splitting
2025 · External reference
An Ir/Ni(OH)2 heterostructured electrocatalyst for the oxygen evolution reaction: breaking the scaling relation, stabilizing iridium(V), and beyond
2020 · External reference
Unlocking the potential: machine learning applications in electrocatalyst design for electrochemical hydrogen energy transformation
10.1039/d4cs00844h · 2024 · External reference
Interpretable physics-informed machine learning approaches to accelerate electrocatalyst development
2025 · External reference
Interpretable machine learning for catalytic materials design toward sustainability
10.1021/accountsmr.3c00131 · 2024 · External reference
Machine learning-assisted dual-atom sites design with interpretable descriptors unifying electrocatalytic reactions
10.1038/s41467-024-52519-8 · 2024 · External reference
A general machine-learning framework for high-throughput screening for stable and efficient RuO2-based acidic oxygen evolution reaction catalysts
10.1021/acscatal.5c02247 · 2025 · External reference
Machine learning-guided design of high-entropy FeCoCrMnCu layered double hydroxides for efficient oxygen evolution in alkaline media
10.1021/acscatal.5c07303 · 2026 · External reference
Towards atom-level understanding of metal oxide catalysts for the oxygen evolution reaction with machine learning
10.1038/s41524-024-01273-y · 2024 · External reference
Data-driven computational design of stable oxygen evolution catalysts by DFT and machine learning: promising electrocatalysts
10.1016/j.jechem.2023.12.048 · 2024 · External reference
Understanding the performance of (Ni–Fe–Co–Ce)Ox-based water oxidation catalysts via explainable artificial intelligence framework
10.1002/celc.202300647 · 2024 · External reference
Identifying and tuning coordinated water molecules for efficient electrocatalytic water oxidation
10.1038/s41467-024-55120-1 · 2024 · External reference
Advances in dual-site mechanisms for designing high-performance oxygen evolution electrocatalysts
10.1016/j.esci.2025.100403 · 2025 · External reference
A strongly coupled Ru–CrOx cluster–cluster heterostructure for efficient alkaline hydrogen electrocatalysis
10.1038/s41929-024-01126-3 · 2024 · External reference
Hierarchically interfacial sulfide/phosphides achieve industry-level water electrolyzer in alkaline conditions at 3 A cm−2
2025 · External reference
Electronic structure of Ni-based reconstructed surface for electrocatalytic alkaline oxygen evolution reaction
10.1002/smtd.202500736 · 2025 · External reference
Breaking the symmetry of high-entropy alloy surfaces for compressively strain-tuned oxygen reduction reaction
10.1038/s41467-025-65856-z · 2025 · External reference
Spatially segregated sites on Mo/V-dual-tailored Ru metallic glass nanosheets accelerate alkaline hydrogen evolution
10.26599/nr.2025.94908226 · 2026 · External reference
Bioinspired tandem catalyst with topological ordered water networks accelerates alkaline hydrogen evolution electrocatalysis
2026 · External reference
Sequential phase conversion-induced phosphides heteronanorod arrays for superior hydrogen evolution performance to Pt in wide pH media
2022 · External reference
Engineering bimetallic cluster architectures: Harnessing unique “remote synergy effect” between Mn and Y for enhanced electrocatalytic oxygen reduction reaction
10.1016/j.esci.2024.100332 · 2025 · External reference
Graphitic carbon nitride (g-C3N4) in fuel cells: a comprehensive review of synthesis, functionalization, and multifaceted electrocatalytic roles
10.1016/j.jallcom.2025.183989 · 2025 · External reference
Recent advances and modifications of ZIF-67 and its derivatives in air positive electrodes of zinc–air batteries
10.1016/j.jallcom.2025.182618 · 2025 · External reference
Machine learning-assisted screening of transition metal-doped nickel phosphide electrocatalysts for hydrogen evolution reaction
10.1016/j.jallcom.2026.187427 · 2026 · External reference
Integrated systems for paired electrolysis: Synergistic CO2 reduction and high-value anode oxidation
2026 · External reference
CeOx-integrated dual site enhanced urea electrosynthesis from nitrate and carbon dioxide
10.1038/s41467-025-63839-8 · 2025 · External reference
Covalent organic frameworks for solar- and electricity-driven biomass valorization
10.1039/d6cs00300a · 2026 · External reference
Electricity-driven CO2 and biomass conversion toward formic acid/formate: microenvironment regulation, hydrogen storage potential, and sustainability assessment
10.1039/d5ee07819a · 2026 · External reference
Catalytic and gating nanoreactors: Cu(I)/Cu(II)-MOF@HMS for size-selective DNA-templated click ligation chain reaction and detection of nucleic acids
10.1021/acs.analchem.6c01328 · 2026 · External reference
Tuning the metal loading of Pt/CeO2 catalysts for the water-gas shift reaction
2024 · External reference
CatBoost: unbiased boosting with categorical features
2018 · External reference
Extremely randomized trees
10.1007/s10994-006-6226-1 · 2006 · External reference
A unified approach to interpreting model predictions
2017 · External reference
Resolving surface chemical states in XPS analysis of first row transition metals, oxides and hydroxides: Cr, Mn, Fe, Co and Ni
10.1016/j.apsusc.2010.10.051 · 2011 · External reference
Enhanced lifespan of flexible rechargeable zinc-air batteries via cobalt phthalocyanine-carbon support interaction
10.1016/j.jpowsour.2025.236236 · 2025 · External reference
Understanding the performance of (Ni–Fe–Co–Ce)Ox-based water oxidation catalysts via explainable artificial intelligence framework
10.1002/celc.202300647 · ExternalCitation · doi-reference
Electronic structure of Ni-based reconstructed surface for electrocatalytic alkaline oxygen evolution reaction
10.1002/smtd.202500736 · ExternalCitation · doi-reference
Extremely randomized trees
10.1007/s10994-006-6226-1 · ExternalCitation · doi-reference
Resolving surface chemical states in XPS analysis of first row transition metals, oxides and hydroxides: Cr, Mn, Fe, Co and Ni
10.1016/j.apsusc.2010.10.051 · ExternalCitation · doi-reference
Polyaniline engineering defect-induced nitrogen doped carbon-supported Co3O4 hybrid composite as a high-efficiency electrocatalyst for oxygen evolution reaction
10.1016/j.apsusc.2020.146626 · ExternalCitation · doi-reference
Progress and challenges in engineering the atomic structure of oxygen electrocatalysts for zinc–air batteries
10.1016/j.cej.2024.154561 · ExternalCitation · doi-reference
Engineering bimetallic cluster architectures: Harnessing unique “remote synergy effect” between Mn and Y for enhanced electrocatalytic oxygen reduction reaction
10.1016/j.esci.2024.100332 · ExternalCitation · doi-reference
Advances in dual-site mechanisms for designing high-performance oxygen evolution electrocatalysts
10.1016/j.esci.2025.100403 · ExternalCitation · doi-reference
Revealing the effect of various organic ligands on the OER activity of MOF-derived 3D hierarchical cobalt oxide@carbon nanostructures
10.1016/j.jallcom.2022.167909 · ExternalCitation · doi-reference
Phosphorus-doped cobalt oxide/cobalt sulfide heterostructure for enhanced oxygen evolution
10.1016/j.jallcom.2024.175330 · ExternalCitation · doi-reference
Interface engineering combined with P, N self-doped synergistic optimization strategies for designing Co/CoO@PNC heterojunction electrocatalyst for accelerating oxygen evolution reaction
10.1016/j.jallcom.2025.179550 · ExternalCitation · doi-reference
Recent advances and modifications of ZIF-67 and its derivatives in air positive electrodes of zinc–air batteries
10.1016/j.jallcom.2025.182618 · ExternalCitation · doi-reference
Graphitic carbon nitride (g-C3N4) in fuel cells: a comprehensive review of synthesis, functionalization, and multifaceted electrocatalytic roles
10.1016/j.jallcom.2025.183989 · ExternalCitation · doi-reference
Machine learning-assisted screening of transition metal-doped nickel phosphide electrocatalysts for hydrogen evolution reaction
10.1016/j.jallcom.2026.187427 · ExternalCitation · doi-reference
Data-driven computational design of stable oxygen evolution catalysts by DFT and machine learning: promising electrocatalysts
10.1016/j.jechem.2023.12.048 · ExternalCitation · doi-reference
Enhanced lifespan of flexible rechargeable zinc-air batteries via cobalt phthalocyanine-carbon support interaction
10.1016/j.jpowsour.2025.236236 · ExternalCitation · doi-reference
Surface oxygen engineering by plasma activation: accelerated charge transfer in carbon@cobalt oxide nanoparticles electrocatalysts in the oxygen evolution reaction
10.1016/j.jpowsour.2026.239732 · ExternalCitation · doi-reference
Interpretable machine learning for catalytic materials design toward sustainability
10.1021/accountsmr.3c00131 · ExternalCitation · doi-reference
Catalytic and gating nanoreactors: Cu(I)/Cu(II)-MOF@HMS for size-selective DNA-templated click ligation chain reaction and detection of nucleic acids
10.1021/acs.analchem.6c01328 · ExternalCitation · doi-reference
A general machine-learning framework for high-throughput screening for stable and efficient RuO2-based acidic oxygen evolution reaction catalysts
10.1021/acscatal.5c02247 · ExternalCitation · doi-reference
Machine learning-guided design of high-entropy FeCoCrMnCu layered double hydroxides for efficient oxygen evolution in alkaline media
10.1021/acscatal.5c07303 · ExternalCitation · doi-reference
Accelerated deprotonation with a hydroxy-silicon alkali solid for rechargeable zinc–air batteries
10.1038/s41467-023-42728-y · ExternalCitation · doi-reference
Machine learning-assisted dual-atom sites design with interpretable descriptors unifying electrocatalytic reactions
10.1038/s41467-024-52519-8 · ExternalCitation · doi-reference
Identifying and tuning coordinated water molecules for efficient electrocatalytic water oxidation
10.1038/s41467-024-55120-1 · ExternalCitation · doi-reference
Operando monitoring of the functional role of tetrahedral cobalt centers for the oxygen evolution reaction
10.1038/s41467-025-55857-3 · ExternalCitation · doi-reference
CeOx-integrated dual site enhanced urea electrosynthesis from nitrate and carbon dioxide
10.1038/s41467-025-63839-8 · ExternalCitation · doi-reference
Atomic-scale insights into surface reconstruction and transformation in Co-Cr spinel oxides during the oxygen evolution reaction
10.1038/s41467-025-65626-x · ExternalCitation · doi-reference
Breaking the symmetry of high-entropy alloy surfaces for compressively strain-tuned oxygen reduction reaction
10.1038/s41467-025-65856-z · ExternalCitation · doi-reference
Towards atom-level understanding of metal oxide catalysts for the oxygen evolution reaction with machine learning
10.1038/s41524-024-01273-y · ExternalCitation · doi-reference
A strongly coupled Ru–CrOx cluster–cluster heterostructure for efficient alkaline hydrogen electrocatalysis
10.1038/s41929-024-01126-3 · ExternalCitation · doi-reference
Unlocking the potential: machine learning applications in electrocatalyst design for electrochemical hydrogen energy transformation
10.1039/d4cs00844h · ExternalCitation · doi-reference
A review on defect-modulated electrocatalysts for the oxygen evolution reaction
10.1039/d4nr01805b · ExternalCitation · doi-reference
Electricity-driven CO2 and biomass conversion toward formic acid/formate: microenvironment regulation, hydrogen storage potential, and sustainability assessment
10.1039/d5ee07819a · ExternalCitation · doi-reference
Covalent organic frameworks for solar- and electricity-driven biomass valorization
10.1039/d6cs00300a · ExternalCitation · doi-reference
Spatially segregated sites on Mo/V-dual-tailored Ru metallic glass nanosheets accelerate alkaline hydrogen evolution
10.26599/nr.2025.94908226 · ExternalCitation · doi-reference
