Iris Flower Recognition Using Four-Channels Ring Photonic Reservoir Computing Based on Unidirectional Coupled VCSELs
Qian Yu, Shuiying Xiang, Xing Guo, Ya Hui Zhang, Bi Ling Gu, Yanan Han, Ziwei Song, Yue Hao · IEEE Journal of Quantum Electronics · 2023
In this paper, a ring Four-channels reservoir computing (RC) based on unidirectional coupled vertical cavity surface emitting lasers (VCSELs) is proposed and demonstrated numerically. Here, the ring four channels are realized by four VCSELs for the first time. Such proposed RC system is employed to solve the Iris flower classification task, and the highest classification accuracy achieved at 100%. Besides, the effects of bias currents, external injection strength, frequency detuning, feedback strength, couple strength, as well as the number of virtual nodes on the recognition performance of the ring Four-channels RC based on VCSELs are also considered. The ring four-channel RC system based on VCSEL proposed may be of great significant for improving the RC system’s ability to solve more complex problems.