Title :
Integrated photonic reservoir computing based on hierarchical time-multiplexing structure
Author :
Hong Zhang ; Xue Feng ; Boxun Li ; Yu Wang ; Kaiyu Cui ; Fang Liu ; Weibei Dou ; Yidong Huang
Author_Institution :
Dept. of Electron. Eng., Tsinghua Univ., Beijing, China
Abstract :
An integrated photonic reservoir computing based on hierarchical time-multiplexing structure is proposed by numerical simulations. Error rates of 2.2~6.5% for chaotic time series prediction are achieved with sample rate of 1.3~0.4Gbps and bandwidth of 40~10GHz.
Keywords :
integrated optics; learning (artificial intelligence); optical chaos; optical computing; optical information processing; time series; chaotic time series prediction; error rates; hierarchical time-multiplexing structure; integrated photonic reservoir computing; numerical simulations; Bandwidth; Chaos; Delay lines; Optical pulses; Photonics; Reservoirs; Signal to noise ratio;
Conference_Titel :
Lasers and Electro-Optics (CLEO), 2015 Conference on
Conference_Location :
San Jose, CA