Proceedings of the International Display Workshops Volume 29 (IDW '22)
Dec 14 - Dec 16, 2022Fukuoka International Congress Center
Proceedings of the International Display Workshops Volume 29 (IDW '22)
Dec 14 - Dec 16, 2022Fukuoka International Congress Center
[LCTp2-1L]Circuit Simulation Model of Liquid Crystal Capacitor Using Reservoir Computing Approach
*Makoto Watanabe1,2, Kiyoshi Kotani1, Yasuhiko Jimbo1(1.The University of Tokyo (Japan), 2.Silvaco Japan Co., Ltd. (Japan))
Keywords:
Machine learning,Reservoir computing,Liquid crystal display,Circuit simulation,Verilog-A
Non-linear and dynamic liquid crystal capacitors have been implemented into a circuit simulator using a machine learning framework called reservoir computing handling time series data. Sufficient accuracy has been obtained at time steps determined by the circuit simulator, which is different from those in the training phase of the model.