Smart Exploration of Perovskite Photovoltaics: From AI Driven Discovery to Autonomous Laboratories
In this review, we summarize the fundamentals of AI in automated materials science, and review AI applications in perovskite solar cells. Then, we sum up recent progress in AI‐guided manufacturing optimization, and highlight AI‐driven high‐throughput and autonomous laboratories.
Wenning Chen +4 more
wiley +1 more source
Machine learning-assisted design of carbon nanotube edge computing circuits for monolithic epidermal systems. [PDF]
Luo Z +10 more
europepmc +1 more source
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
Research on temperature prediction method for rail transit train inverters based on spatial and timing improving Transformer. [PDF]
Feng Y +5 more
europepmc +1 more source
Transient electron spin resonance distinguishes interfacial charge‐transfer states from separated charges, revealing competing charge separation pathways in organic photovoltaic blends. The relative contributions of fast charge separation and a pathway mediated by spin‐polarized charge‐transfer states vary across different blends, with high‐efficiency ...
Jack M. S. Palmer, Claudia E. Tait
wiley +1 more source
Explainable AI-enabled adaptive fuzzy MPPT and energy management for bifacial PV and battery-powered electric vehicle charging system. [PDF]
Tiwari VK +4 more
europepmc +1 more source
Improving frequency stability in grid-forming inverters with adaptive model predictive control and novel COA-jDE optimized reinforcement learning. [PDF]
Yameen MZ +5 more
europepmc +1 more source
Machine learning-based long-term degradation and LCOE Analysis of floating PV with custom pontoon design. [PDF]
Mohajon R +7 more
europepmc +1 more source
Dual graph attention network for robust fault diagnosis in photovoltaic inverters. [PDF]
Bhadra AB +5 more
europepmc +1 more source
A novel rotor harmonic winding-based high efficient self-excited brushless wound rotor synchronous machine with improved torque features. [PDF]
Ul Haq MA +4 more
europepmc +1 more source

