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
Eliminating Residue-Induced Degradation: A Volatile Dopant Strategy for High Performance Perovskite Photovoltaics. [PDF]
Zhao J +15 more
europepmc +1 more source
A Universal van der Waals Tunneling Injector for Monolayer CMOS
A universal van der Waals injector unlocks polarity‐flexible tunneling contacts for monolayer CMOS. SnSe2, an intrinsically degenerate 2D semiconductor, establishes polarity‐specific band alignments with both WSe2 and MoS2 channels, enabling steep switching, high on/off ratios, and a unified route to low‐power 2D logic.
Hanbin Cho +17 more
wiley +1 more source
Inhibited radiative decay enhances single-photon emitters. [PDF]
Burger F +4 more
europepmc +1 more source
Organic Light-Emitting Diodes with Ir-Based Phosphorescent Dopants
We have characterized and synthesized a phosphorescent dopants with methyl groups on a phenyl, pyridine part of main ligand, and picolinate acillary ligand to increase intermolecular interaction to give reduced quenching effect.
HAN, SEUNG-HOON +7 more
core
A novel polar wurtzite alloy, NbAlN, is demonstrated as a transition‐metal‐containing polar barrier for GaN heterostructures. Nb atoms form coherent nanoscale enrichment within the wurtzite lattice without disrupting metal polarity. This study demonstrates that transition metals can be integrated into polar nitrides to enable polarization‐related ...
Atsushi Kobayashi +12 more
wiley +1 more source
Large language models accelerated health informatics screening framework predicts infrared triggered drug delivery performance of doped hydroxyapatite. [PDF]
Omiyale OC, Ulasevich SA.
europepmc +1 more source
Decoding Synergistic Pathways in Bimetallic MOFs for Advanced Oxidation Processes
This review presents a unified framework linking metal pairing and framework design with electronic structure, redox cycling, oxidant activation, reactive‐species generation, and catalytic performance across photocatalytic and oxidant‐based BMOF‐AOPs. The resulting design principles guide the development of hydrolytically stable and efficient BMOFs for
Karim El‐Naggar +2 more
wiley +1 more source
Sintering of piezoelectric PbNb²O⁶ with various dopants
The effect of temperature, dopants, dopant concentration, and processing procedure on the sintering kinetics of the piezoelectric ceramic PbNb₂O₆ has been investigated. The isothermal contraction behavior of PbNb2O6 over the temperature range 1050 - 1200
Chong, J. Edward
core
Bifunctional Catalysis Drives Efficient and Ethanol‐Producing Aqueous Zn‐CO2 Batteries
A unified bifunctional catalyst breaks the trade‐off between CO2 reduction and O2 evolution, delivering high efficiency, ethanol production, and long‐term stability in Zn‐CO2 batteries while revealing degradation pathways for next‐generation bifunctional electrocatalysts.
Divyani Gupta +9 more
wiley +1 more source

