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topologyinferenceofuncertaincomplexdynamicalnetworksanditsapplicationsinhiddennodesdetection
Wang Yingfei1; Wu Xiaoqun1; Feng Hui1; Lu Junan1; Lu Jinhu2
2016
Source Publicationsciencechinatechnologicalsciences
ISSN1674-7321
Volume59Issue:8Pages:1232
AbstractThe topological structure of a complex dynamical network plays a vital role in determining the network’s evolutionary mechanisms and functional behaviors, thus recognizing and inferring the network structure is of both theoretical and practical significance. Although various approaches have been proposed to estimate network topologies, many are not well established to the noisy nature of network dynamics and ubiquity of transmission delay among network individuals. This paper focuses on topology inference of uncertain complex dynamical networks. An auxiliary network is constructed and an adaptive scheme is proposed to track topological parameters. It is noteworthy that the considered network model is supposed to contain practical stochastic perturbations, and noisy observations are taken as control inputs of the constructed auxiliary network. In particular, the control technique can be further employed to locate hidden sources (or latent variables) in networks. Numerical examples are provided to illustrate the effectiveness of the proposed scheme. In addition, the impact of coupling strength and coupling delay on identification performance is assessed. The proposed scheme provides engineers with a convenient approach to infer topologies of general complex dynamical networks and locate hidden sources, and the detailed performance evaluation can further facilitate practical circuit design.
Language英语
Document Type期刊论文
Identifierhttp://ir.amss.ac.cn/handle/2S8OKBNM/43139
Collection系统科学研究所
Affiliation1.武汉大学
2.中国科学院数学与系统科学研究院
Recommended Citation
GB/T 7714
Wang Yingfei,Wu Xiaoqun,Feng Hui,et al. topologyinferenceofuncertaincomplexdynamicalnetworksanditsapplicationsinhiddennodesdetection[J]. sciencechinatechnologicalsciences,2016,59(8):1232.
APA Wang Yingfei,Wu Xiaoqun,Feng Hui,Lu Junan,&Lu Jinhu.(2016).topologyinferenceofuncertaincomplexdynamicalnetworksanditsapplicationsinhiddennodesdetection.sciencechinatechnologicalsciences,59(8),1232.
MLA Wang Yingfei,et al."topologyinferenceofuncertaincomplexdynamicalnetworksanditsapplicationsinhiddennodesdetection".sciencechinatechnologicalsciences 59.8(2016):1232.
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