Machine learning interatomic potentials bridge quantum accuracy and computational efficiency for materials discovery. Architectures from Gaussian process regression to equivariant graph neural networks, training strategies including active learning and foundation models, and applications in solid‐state electrolytes, batteries, electrocatalysts ...
In Kee Park +19 more
wiley +1 more source
First principles rationale of strain-induced modifications in hybrid double halide perovskite: optoelectronics and photovoltaic perspectives. [PDF]
Kalita T, Rajak M, Kalita DJ.
europepmc +1 more source
Sputtering Mechanism of an Unsintered Organic–Inorganic Sputtering Target for Perovskite Solar Cells
An unsintered MAPbI3 sputtering target fabricated via a mechanochemical route enables large‐area vacuum deposition of perovskite absorber layers, while revealing an ion–photon coupled decomposition mechanism that governs target erosion and film composition under RF plasma exposure.
Doha Lim +9 more
wiley +1 more source
Unravelling Mixed Organic-Halide Perovskite Degradation Under Extrinsic Factors. [PDF]
Salado M +10 more
europepmc +1 more source
Accelerated Formation of CsPbI3 through Controlled Amidation of Intermediate Phases
This study presents a reaction‐guided crystallization strategy for phase‐pure CsPbI3 thin films. In this strategy, the additive 2,2,2‐trifluoroethyl trifluoroacetate (TFTF) undergoes a rapid ester‐amine amidation reaction with dimethylammonium iodide (DMAI), converting both species into highly volatile byproducts that are eliminated during annealing ...
Yitian Du +12 more
wiley +1 more source
Combining DFT Calculations and Clustering Techniques to Screen Organic Monovalent Cations for Applications in Halide Perovskite Solar Cells. [PDF]
Bueno GC +5 more
europepmc +1 more source
In this work, we propose a chiral stereo‐anchoring strategy to modulate the colloidal evolution and crystallization behavior of FAPbI3 perovskites via stereochemical molecular design, which effectively regulates nucleation kinetics and promotes ordered crystal growth.
Runkang Wang +14 more
wiley +1 more source
Recent advances in lead halide perovskite single crystals for optoelectronic devices. [PDF]
Zi L +7 more
europepmc +1 more source
Novel low‐temperature two‐step hybrid (co‐evaporation/solution) processing suppresses Zn‐induced perovskite degradation in monolithic perovskite/CIGS tandems. Lewis‐base additive engineering restores high crystallinity under the reduced‐temperature constraint.
Muhammad Rehan +17 more
wiley +1 more source
High-entropy 1D halide perovskite piezoelectrics found by megalibrary synthesis and rapid nonlinear optical screening. [PDF]
Li J +7 more
europepmc +1 more source

