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Record W4409854955 · doi:10.1016/j.apcatb.2025.125415

Revealing the roles of oxidation states and constituents of the alloy in alkaline hydrogen evolution reaction

2025· article· en· W4409854955 on OpenAlexaff
Xianjun Cao, Limeng Sun, Fengying Pan, Zeliang Wu, Xinming Nie, Xiaoyan Li, Peng Huang, Gao Li, Cheng Gong, Yufei Zhao, Qiong Cai, Jinqiang Zhang, Guoxiu Wang, Hao Liu

Bibliographic record

VenueApplied Catalysis B: Environmental · 2025
Typearticle
Languageen
FieldEnergy
TopicElectrocatalysts for Energy Conversion
Canadian institutionsUniversity of Toronto
Fundersnot available
KeywordsAlloyRedoxChemistryInorganic chemistryMetallurgyMaterials science

Abstract

fetched live from OpenAlex

Precious metal Pt has exhibited excellent catalytic performance in numerous electrocatalytic applications. However, the slow water dissociation kinetics hinder its alkaline hydrogen evolution reaction (HER) activity. Herein, we design the partially oxidized PtRu alloys with fine-tuned structure which can significantly enhance the alkaline HER. Theoretical calculations reveal that the alteration of Pt/Ru ratio and surface oxidation state of PtRu materials can effectively tune the water and hydrogen adsorption capability, thus impacting the alkaline HER performance. We dentify Pt 70 Ru 30 with 3 O surface coverage with optimized adsorption energy to be the most suitable candidate for alkaline HER. Inspired by theoretical predictions, we prepare partially oxidized PtRu with tunable composition and structure via a facile urea-assisted method, with a “capture and release” reaction mechanism by generating complexing agents and pH gradients. The as-synthesized partially oxidized Pt 70 Ru 30 electrode exhibits excellent HER catalytic activity and stability in the alkaline electrolyte, achieving an overpotential of only 11 mV at 10 mA cm −2 and a Tafel slope of 28 mV dec −1 , outperforming that of Pt/C (η 10 = 29 mV, Tafel slope = 52 mV dec −1 ). In-situ spectral measurements show that the partially oxidized Pt and Ru species in Pt 7 0 Ru 3 0 can facilitate breaking the O-H bonds and improve the alkaline HER kinetics. This work unravels the influence of Pt/Ru ratio and surface partial oxidation on water dissociation and hydrogen adsorption, which provide guidelines for the rational design of highly efficient electrocatalysts. Guided by density functional theory calculations, partially oxidized Pt 70 Ru 30 was synthesized by urea decomposition-assisted method. The morphology and chemical composition of PtRu materials were rationally regulated by the "capture-release" mechanism. This work deepens the influence of Pt/Ru ratio and surface partial oxidation on water dissociation and hydrogen adsorption, providing guidance for the rational design of efficient electrocatalysts. • Altering Pt/Ru ratio and oxidation state boosts the alkaline HER performance. • Both partially oxidized Pt and Ru species in Pt 70 Ru 30 -3O serve as active sites for water adsorption and H* reactions. • PO-PtRu are synthesized by the "capture-release" mechanism induced by urea decomposition, exhibiting high HER activity. • In situ spectroscopy shows partially oxidized Pt / Ru oxidation enhances HO-H cleavage, boosting catalytic kinetics.

Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.

How this classification was reachedexpand

Full frame distilled prediction

Teacher imitation

Not calibrated prevalence, not ground truth. Human validation pending. Learned from the 10,348 direct Codex labels and 10,348 direct Gemma labels. Candidate is the union of thresholded teacher heads; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels or direct frontier model labels.

metaresearch head score (Codex)0.000
metaresearch head score (Gemma)0.000
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Bench or experimental · Consensus signal: Bench or experimental
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.007
Threshold uncertainty score0.356

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0000.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
Science and technology studies0.0000.000
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0000.000

Machine scores (provisional)

The two teacher heads of the student model, read on this work. A score orders the frame for review; it never asserts a category, and the validation status ships verbatim with every row.

Baseline scores from an immature model (maturity gate not passed, 7 training rounds). Scores rank; they never assert a category.

Opus teacher head0.003
GPT teacher head0.180
Teacher spread0.177 · how far apart the two teachers sit on this one work
Validation statusscore_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it

Classification

machine, unvalidated

Machine predicted; a candidate call from one teacher head, not a consensus.

The models applied no category: nothing in the taxonomy fit this work.
Study designBench or experimental
Domainnot available
GenreEmpirical

How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".

Quick stats

Citations11
Published2025
Admission routes1
Has abstractyes

Explore more

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