基于无标度网络的类脑储备池拓扑设计

刘瑄昀,闫莹,於志勇,黄昉菀

Topological design of brain-like reservoir based on scale-free network

Xuanyun LIU,Ying YAN,Zhiyong YU,Fangwan HUANG

表 5 不同数据集下不同方法构建的回声状态网络预测性能对比

Tab.5 Comparison of prediction performance of echo state networks constructed by different methods under different datasets

构建算法 MG-16数据集 MG-17数据集 MSO数据集 MSE MAPE tr/s MSE MAPE tr/s MSE MAPE tr/s 本研究 1.1835×10−8 0.3193 55.2818 1.6819×10−8 0.1708 55.3013 3.9945×10−7 0.6432 54.8694 BA算法 3.3468×10−8 0.4545 64.4253 3.0127×10−8 0.2834 65.0010 3.5008×10−6 2.4667 45379.2237 MC 2.0642×10−8 0.3709 45453.3114 2.8791×10−8 0.2689 47250.7856 5.4044×10−6 3.6511 190162.7360 MCC 2.4475×10−8 0.3573 104688.0484 2.9963×10−8 0.2758 106434.1304 5.9746×10−6 2.3757 4781.4928 MCE 2.4980×10−8 0.4113 4767.1358 3.2662×10−8 0.3191 4701.7459 3.9496×10−6 1.4610 64.5388