International Display Workshops General Incorporated Association

[OLEDp1-8L] Instantaneous Determination of the Electronic Transport Properties of Polymer Light Emitting Diodes from their Complex Impedance Spectra Using a Neural Network

*Atsushi Okada1、Takashi Nagase2、Takashi Kobayashi2、Hiroyoshi Naito2 (1.Osaka Prefecture University (Japan)、2.Osaka Metropolitan University (Japan))

Neural network, Polymer light emitting diode, Impedance spectra

https://doi.org/10.36463/idw.2022.0486

Electronic transport properties of polymer light-emitting diodes (PLEDs) were determined using a machine learning model developed with complex impedance spectra generated by device simulation. The mobilities and bimolecular recombination coefficients were instantaneously determined by the machine learning model using experimentally-obtained complex impedance spectra of PLEDs as inputs.