Phase Engineering of Nanomaterials (PEN): Evolution, Current Challenges, and Future Opportunities
This review summarizes the synthesis, phase transition, advanced characterization spanning ex situ to in situ and operando techniques, and diverse applications of phase engineering of nanomaterials (PEN). It further outlines key challenges and future opportunities, such as phase stability, architecture control, and artificial intelligence (AI)‐driven ...
Ye Chen +7 more
wiley +1 more source
Defect-Engineered LiYO<sub>2</sub> Interlayers Enabling Fast Interfacial Li<sup>+</sup> Transport in All-Solid-State Batteries. [PDF]
Kim S +6 more
europepmc +1 more source
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
Multifunctional Crosslinked PAA-TA Binder: Robust Structural Integrity and Suppressed Manganese Dissolution for High-Performance LiMn<sub>0.6</sub>Fe<sub>0.4</sub>PO<sub>4</sub> Cathodes. [PDF]
Zhou J +8 more
europepmc +1 more source
Closed‐Loop Solid‐State Synthesis Planning for Materials Discovery With Large Language Models
Leveraging literature data, we build a large‐language‐model‐driven workflow that extracts synthesis steps from 4407 papers, retrieves similar precedents, and generates candidate solid‐state synthesis recipes. The system benchmarks against ground‐truth and then operates in a closed loop with experiments to synthesize oxy‐selenide electrolyte materials ...
Dong Won Jeon +9 more
wiley +1 more source
Surfactant incorporation enhancing the two-electron transfer reaction of MnO<sub>2</sub> cathode materials in aqueous Zn batteries. [PDF]
Zhang G +7 more
europepmc +1 more source
Inorganic compound‐modified separators transform lithium–sulfur batteries from passive polysulfide confinement to active reaction‐pathway regulation. A Practical Relevance Index (PRI)‐guided framework bridges interfacial chemistry of inorganic separators with practical constraints, establishing unified design principles for scalable, high‐energy ...
Yuting Qin +7 more
wiley +1 more source
Calcium-tolerant electrode strategy for efficient hydrogen peroxide electrosynthesis in natural water. [PDF]
Wang K, Zhu Y, Yao Y, Wang K.
europepmc +1 more source
Using 640 curated electrolyte formulations, we apply data‐driven analysis to reveal how molecular features govern coulombic efficiency (CE) in lithium metal batteries. Fluorine content correlates positively with CE, while oxygen, carbon, and higher boiling points correlate negatively.
Minh Van Duong +6 more
wiley +1 more source
Cathode Materials for Photocatalytic Fuel Cells: Design Strategies, Reaction Mechanisms, and Wastewater Treatment Applications. [PDF]
Zhu X, Li F, Chen Q, Zhang Y.
europepmc +1 more source

