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
Relationship of Luminescent, Thermo-Oxidative and Photocatalytic Properties of ZnO Micro and Nanostructures. [PDF]
Gadzhiev M +12 more
europepmc +1 more source
Specific ortho‐halogenation transforms crystalline TADF emitters into efficient organic scintillators. Fluorine reduces the effective singlet–triplet separation, while chlorine combines near‐degenerate excited states with vibrational modulation of spin–orbit coupling.
Illia E. Serdiuk +8 more
wiley +1 more source
Tuning the optical and magnetic properties of Tb<sup>3+</sup>-doped ZnO quantum dots: structural investigation and Judd-Ofelt theoretical analysis. [PDF]
Hien NT +8 more
europepmc +1 more source
Sustainable and Multifunctional Natural Macromolecular Polymers for Aqueous Zn Metal Batteries
We comprehensively review the structure‐function relationships and regulatory mechanism of natural macromolecular polymers in stabilizing zinc anodes at the microscopic and mesoscopic scales. The interactions among polymer structures, optimization strategies, and regulatory mechanisms are discussed systematically summarizing recent related research ...
Yunuo Shi +13 more
wiley +1 more source
Direct Observation of Propagating Spin Waves in a Spin Hall Nano-Oscillator. [PDF]
González VH +12 more
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
Non-Destructive 3D Elemental Characterization of Multilayer Materials by ANN-Assisted Ion Beam Analysis. [PDF]
Corregidor V +5 more
europepmc +1 more source
Unexpectedly rapid SO<sub>2</sub> heterogeneous reaction on the surface of vehicular brake wear particles. [PDF]
Qi F +20 more
europepmc +1 more source

