ArticleNature communications2024
Transfer learning guided discovery of efficient perovskite oxide for alkaline water oxidation.
Article in Nature communications, 2024. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 8 papers.
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Who cites it
8 citing papers in PubMed.
- Machine Learning-Driven Nanoscale Synthesis for Electrocatalytic Performance: From Data-Driven Methodologies to Closed-Loop Optimization.Advanced materials (Deerfield Beach, Fla.) · 2026Review
- Prediction of Bandgap and Key Feature Analysis of Lead-Free Double Perovskite Oxides Based on Deep Learning.Molecules (Basel, Switzerland) · 2026Article
- Decoding active sites in high-entropy catalysts via attention-enhanced model.Science advances · 2026Article
- Defect-interface coupling for stable lattice-oxygen-driven oxygen evolution at industrial current densities.Nature communications · 2026Article
- Deep Learning Framework for Atomic-Level Design and Presynthesis Prediction of Coinage-Metal Nanoclusters.ACS central science · 2026Article
- Machine learning approaches for electrocatalyst design in water splitting: a review for green hydrogen production.Frontiers in chemistry · 2026Review
- Transition Metal Nitrides: Multifunctional Catalysts and Energy Materials with Tailorable Architectures.Small science · 2025Review
- Design of circularly polarized phosphorescence materials guided by transfer learning.Nature communications · 2025Article
Corrections and comments
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Authors and funding
11 authors.
Funding
Abstract
Perovskite oxides show promise for the oxygen evolution reaction. However, numerical chemical compositions remain unexplored due to inefficient trial-and-error methods for material discovery. Here, we develop a transfer learning paradigm incorporating a pre-trained model, ensemble learning, and active learning, enabling the prediction of undiscovered perovskite oxides with enhanced generalizability for this reaction. Screening 16,050 compositions leads to the identification and synthesis of 36 new perovskite oxides, including 13 pure perovskite structures. Pr
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Registered trials
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