Machine learning-assisted high-throughput screening of transparent organic light-emitting diode anode materials
Liying Cui, Qing Li, Yanchang Zhang, Jianyu Zhang, Zhe Wang, Jiankang Chen, Bing Zheng
Abstract
), high transparency (transmittance > 90%), and favorable work function (>5 eV), significantly outperforming the commonly used indium tin oxide (ITO), emerging as a potential candidate for transparent OLED anodes. This study provides new insights into the intrinsic mechanisms affecting the work function of 2D nanomaterials, and provides a cost-effective design framework for identifying other high-performance materials.
Topics & Concepts
AnodeOLEDThroughputMaterials scienceOptoelectronicsDiodeHigh-throughput screeningNanotechnologyComputer scienceElectrodeTelecommunicationsChemistryWirelessBiochemistryPhysical chemistryLayer (electronics)Machine Learning in Materials ScienceConducting polymers and applicationsAdvanced Memory and Neural Computing