Author

Hao Li

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Open access Sep 2026

Interfacial Intelligence for Polymer Brushes: Toward Physics-Grounded Design

Polymer brushes are adaptive soft interfaces whose functions emerge from the coupling of molecular chemistry, chain architecture, grafting statistics, solvent and ion organization, and operating conditions. This complexity enables diverse functions in antifouling, lubrication, separations, sensing, and colloidal asse...

Jie Zhu, Xin-Ran Zhao, Dong Wu et al. · JACS Au · 0 citations

Open access Sep 2026

Pareto Optimization of a Cobalt Carbide Catalyst for Syngas Conversion: Balancing Activity and Selectivity via Interpretable Active Learning

An active-learning (AL)-assisted machine-learning (ML) framework was developed to predict the CO conversion and light-hydrocarbon selectivity over cobalt carbide catalysts, and the predicted Pareto-optimal catalyst configurations showed good agreement with representative reported experimental catalysts.

Jia-Qing Lv, Jia-Yi Zhang, Xue Jia et al. · Industrial & Engineering... · 0 citations