Application of Machine Learning in Predicting the Properties of Two-Dimensional Semiconductor Materials. [PDF]
Yang J, Tang L, Wang Y, Wen J, Chen W.
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
Persistent sheaf Laplacian analysis of protein stability and solubility changes upon mutation. [PDF]
Ren Y, Wee J, Chen X, Qian G, Wei GW.
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
Stability of ratio limits for a system of differential equations modelling a learning theory
openaire +3 more sources
AI-driven skill volatility and the emergence of re-skilling fatigue: the human cost of perpetual learning. [PDF]
Biju TE, Ambady A, K V T.
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
Editorial: AI for design and control of advanced robots. [PDF]
Chen G, Li X, Wu K, Xia P.
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

