Rotating neurons for all-analog implementation of cyclic reservoir computing

• Published in: Nature communications Vol. 13; no. 1; pp. 1549 - 11
• Main Authors: Liang, Xiangpeng, Zhong, Yanan, Tang, Jianshi, Liu, Zhengwu, Yao, Peng, Sun, Keyang, Zhang, Qingtian, Gao, Bin, Heidari, Hadi, Qian, He, Wu, Huaqiang
• Format: Journal Article
• Language: English
• Published: London Nature Publishing Group UK 23.03.2022; Nature Publishing Group; Nature Portfolio
• Subjects: 639/166; 639/166/987; 639/705/1042; Algorithms; Circuits; CMOS; Computer Simulation; Computers; Handwriting; Hardware; Humanities and Social Sciences; Memristors; multidisciplinary; Neural Networks, Computer; Neurons; Neurons - physiology; Nonlinear systems; Power; Rotation; Science; Science (multidisciplinary)

Hardware implementation in resource-efficient reservoir computing is of great interest for neuromorphic engineering. Recently, various devices have been explored to implement hardware-based reservoirs. However, most studies were mainly focused on the reservoir layer, whereas an end-to-end reservoir...