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
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
A Bifunctional CoMoP-Based Electrode Enables 11.84% Solar-to-Hydrogen Efficiency in Direct PV-Driven Water Electrolysis at High Current Density. [PDF]
Alhakemy AZ, Kandiel TA.
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
Ni-regulated electronic structure and interfacial kinetics in CoCr multi-component alloys enable efficient and durable hydrogen production. [PDF]
Li Y +5 more
europepmc +1 more source
Demand for cooling water reshapes global water-sustainable hydrogen production. [PDF]
Wortmann B +5 more
europepmc +1 more source
Porous Carbon Spheres (PCSs) as a Support for Ni Nanoparticles for Alkaline Water Electrolyzer Cathodes. [PDF]
Almaazmi AAA +4 more
europepmc +1 more source
Bioinspired Hybrid of Electrolysis and Fluidic Reaction (HEFR) Soft Actuator, Mimicking Natural Muscle Filament Motion With Electricity Generation Capability. [PDF]
Zakeri R, Zahirinejad M.
europepmc +1 more source

