Knowledge Commons of Institute of Automation,CAS
Improving Dendritic Neuron Model With Dynamic Scale-Free Network-Based Differential Evolution | |
Yang Yu; Zhenyu Lei; Yirui Wang; Tengfei Zhang; Chen Peng; Shangce Gao | |
发表期刊 | IEEE/CAA Journal of Automatica Sinica |
ISSN | 2329-9266 |
2022 | |
卷号 | 9期号:1页码:99-110 |
摘要 | Some recent research reports that a dendritic neuron model (DNM) can achieve better performance than traditional artificial neuron networks (ANNs) on classification, prediction, and other problems when its parameters are well-tuned by a learning algorithm. However, the back-propagation algorithm (BP), as a mostly used learning algorithm, intrinsically suffers from defects of slow convergence and easily dropping into local minima. Therefore, more and more research adopts non-BP learning algorithms to train ANNs. In this paper, a dynamic scale-free network-based differential evolution (DSNDE) is developed by considering the demands of convergent speed and the ability to jump out of local minima. The performance of a DSNDE trained DNM is tested on 14 benchmark datasets and a photovoltaic power forecasting problem. Nine meta-heuristic algorithms are applied into comparison, including the champion of the 2017 IEEE Congress on Evolutionary Computation (CEC2017) benchmark competition effective butterfly optimizer with covariance matrix adapted retreat phase (EBOwithCMAR). The experimental results reveal that DSNDE achieves better performance than its peers. |
关键词 | Artificial neuron networks (ANNs) dendrite neuron network differential evolution (DE) scale-free network |
DOI | 10.1109/JAS.2021.1004284 |
引用统计 | |
文献类型 | 期刊论文 |
条目标识符 | http://ir.ia.ac.cn/handle/173211/45977 |
专题 | 学术期刊_IEEE/CAA Journal of Automatica Sinica |
推荐引用方式 GB/T 7714 | Yang Yu,Zhenyu Lei,Yirui Wang,et al. Improving Dendritic Neuron Model With Dynamic Scale-Free Network-Based Differential Evolution[J]. IEEE/CAA Journal of Automatica Sinica,2022,9(1):99-110. |
APA | Yang Yu,Zhenyu Lei,Yirui Wang,Tengfei Zhang,Chen Peng,&Shangce Gao.(2022).Improving Dendritic Neuron Model With Dynamic Scale-Free Network-Based Differential Evolution.IEEE/CAA Journal of Automatica Sinica,9(1),99-110. |
MLA | Yang Yu,et al."Improving Dendritic Neuron Model With Dynamic Scale-Free Network-Based Differential Evolution".IEEE/CAA Journal of Automatica Sinica 9.1(2022):99-110. |
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JAS-2021-0490.pdf(4567KB) | 期刊论文 | 出版稿 | 开放获取 | CC BY-NC-SA | 浏览 下载 |
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