Accelerating the generation and discovery of high-performance donor materials for organic solar cells by deep learning
Jinyu Sun, Dongxu Li, Yue Wang, Ting Xie, Yingping Zou, Hongmei Lü, Zhimin Zhang
Abstract
A deep learning-based framework (DeepDonor) has been developed to find high-performance donor materials. The experimental PCEs of devices based on two discovered candidates were 16.27% and 15.07%.
Topics & Concepts
Organic solar cellDeep learningMaterials scienceData scienceComputer scienceNanotechnologyArtificial intelligenceEngineeringPhotovoltaic systemElectrical engineeringOrganic Electronics and PhotovoltaicsConducting polymers and applicationsMachine Learning in Materials Science