Data‐Driven Materials Science for Energy‐Sustainable Applications
Data‐driven approaches powered by artificial intelligence are transforming materials discovery for energy sustainability. This review examines how auto‐generated high‐quality materials databases and domain‐specific language models accelerate research in photovoltaics, thermoelectrics, batteries and magnetic materials. Applications involve extraction of
Jacqueline M. Cole
wiley +1 more source
Forging Sustainable Carbon-Nitrogen Bonds from CO<sub>2</sub> and NO<sub>x</sub>: Mechanistic Insights and Catalyst Design for Electrochemical CN Coupling. [PDF]
Jeon SJ, Xia C, Kim JY.
europepmc +1 more source
Electrolyte Design for Fast‐Charging Lithium‐Based Batteries
A decade of progress in fast‐charging electrolytes for lithium batteries is reviewed. Electrolyte design strategies spanning solvents, salts, additives, and advanced systems, such as localized high‐concentration electrolytes (LHCEs), are summarized. Advanced diagnostic tools for lithium plating and interphase chemistry are discussed, with perspectives ...
Chen Liu, Zehao Cui, Arumugam Manthiram
wiley +1 more source
Advancements in Catalyst Design for Biomass-Derived Bio-Oil Upgrading to Sustainable Biojet Fuel: A Comprehensive Review. [PDF]
Jideani T, Seroka NS, Khotseng L.
europepmc +1 more source
Adsorption‐Engineered Hydrocarbon Ionomers for Durable Proton‐Exchange Membrane Fuel Cells
Hydrocarbon ionomers suffer from oxidation‐driven interfacial degradation in PEM fuel cell cathodes, leading to catalyst instability. Here, adsorption‐engineered poly(fluorene) ionomers decouple interfacial anchoring from oxidative degradation, enabling strong catalyst–ionomer interactions while resisting electrochemical oxidation.
Heemin Park +14 more
wiley +1 more source
pH-dependent electrochemical oxidation of 5-hydroxymethylfurfural: Reaction mechanism, catalyst design, and reactor design across alkaline to acidic media. [PDF]
Zhou P, Zhao X, Song Y, Ge R, Duan H.
europepmc +1 more source
Polyphenol‐Inspired Materials for Agricultural Applications
This review outlines the use of polyphenol‐inspired materials for sustainable agriculture, highlighting their molecular design, interfacial assembly, structure–property relationships, and prospects toward precision agriculture, climate resilience, ecosystem protection, and circular bioeconomy strategies.
Haofu Liu +8 more
wiley +1 more source
Automating structure-activity analysis for electrochemical nitrogen reduction catalyst design through multi-agent collaborations. [PDF]
Hu X +5 more
europepmc +1 more source
A circular upcycling strategy transforms waste poly(ethylene terephthalate) bottles into microwave‐responsive Ni@C catalyst featuring lattice‐distorted nickel cores and defective carbon shells. These strain‐rich heterointerfaces enhance dielectric loss and promote localized microwave hotspots, accelerating peroxymonosulfate activation and polymer‐chain
Xiao Lu +7 more
wiley +1 more source
Leveraging Heterogeneous Catalyst Design Principles for Volatile PFAS Destruction through the Thermal Decomposition of CF<sub>4</sub>. [PDF]
Williams BP +4 more
europepmc +1 more source

