Combining machine learning and probabilistic statistical learning is a powerful way to discover and design new materials. A variety of machine learning approaches can be used to identify promising candidates for target applications, and causal inference can help identify potential ways to make them a reality.
Jonathan Y. C. Ting, Amanda S. Barnard
wiley +1 more source
Crystallization-activated moisture barrier for high-tolerance manufacturing of perovskite solar cells. [PDF]
Ma Y +8 more
europepmc +1 more source
Flexible Memory: Progress, Challenges, and Opportunities
Flexible memory technology is crucial for flexible electronics integration. This review covers its historical evolution, evaluates rigid systems, proposes a flexible memory framework based on multiple mechanisms, stresses material design's role, presents a coupling model for performance optimization, and points out future directions.
Ruizhi Yuan +5 more
wiley +1 more source
Stoichiometry-Controlled Cobalt Sulfide-Based Hole Transport Layers for Perovskite Solar Cells. [PDF]
Koo B +5 more
europepmc +1 more source
Micro/Nanorobot for Drug Delivery—A Review of Material Selections
This review explores material strategies for biomedical micro/nanorobots, emphasizing their roles in propulsion, navigation, drug delivery, and biodegradability. It highlights advancements in metallic, polymeric, and hybrid materials, while addressing clinical translation challenges such as toxicity, immune response, and manufacturability.
Xiaozhuo Wu, Bingyun Li, Malcolm Xing
wiley +1 more source
Purification of Tin Iodide through Solid-State Reaction for Efficient Tin-Lead Mixed Perovskite Solar Cells. [PDF]
Woo MY +16 more
europepmc +1 more source
Tailoring Ba3PCl3-based perovskite solar cells via multi-parameter optimization for high power conversion efficiency. [PDF]
Bhattarai S +7 more
europepmc +1 more source
'Ion-freeze' efficiency in perovskite solar cells: time scales for ion immobilization.
H Balaguera E +5 more
europepmc +1 more source
Differentiating the 2D Passivation from Amorphous Passivation in Perovskite Solar Cells. [PDF]
Zheng X +14 more
europepmc +1 more source
Co-Self-Assembled Interface Engineering Assisted for Bend-Resistant and Efficient Flexible Perovskite Solar Cells. [PDF]
Wang C +16 more
europepmc +1 more source

