Characteristic Modeling Approach for Complex Network Systems

Lei Chen; Xinghuo Yu; Changyin Sun

doi:10.1109/TSMC.2017.2737438

Characteristic Modeling Approach for Complex Network Systems

Lei Chen^*, Xinghuo Yu, Changyin Sun

^*Corresponding author for this work

Research output: Contribution to journal › Article › peer-review

16 Citations (Scopus)

Abstract

This paper proposes a sampled data-based modeling approach for complex network systems. A compression method, known as characteristic modeling, is used to construct microscopic models from macroscopic observations. Based on this model, a novel control method is also developed to achieve network synchronization. The proposed approach can reduce both the complexity of microscopic dynamics and overall networks. Its application to pinning control design validates the effectiveness of this approach.

Original language	English
Pages (from-to)	1383-1388
Number of pages	6
Journal	IEEE Transactions on Systems, Man, and Cybernetics: Systems
Volume	48
Issue number	8
DOIs	https://doi.org/10.1109/TSMC.2017.2737438
Publication status	Published - Aug 2018
Externally published	Yes

Keywords

Characteristic modeling
complex networks
complex systems
pinning control

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10.1109/TSMC.2017.2737438

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Chen, L., Yu, X., & Sun, C. (2018). Characteristic Modeling Approach for Complex Network Systems. IEEE Transactions on Systems, Man, and Cybernetics: Systems, 48(8), 1383-1388. https://doi.org/10.1109/TSMC.2017.2737438

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AB - This paper proposes a sampled data-based modeling approach for complex network systems. A compression method, known as characteristic modeling, is used to construct microscopic models from macroscopic observations. Based on this model, a novel control method is also developed to achieve network synchronization. The proposed approach can reduce both the complexity of microscopic dynamics and overall networks. Its application to pinning control design validates the effectiveness of this approach.

KW - Characteristic modeling

KW - complex networks

KW - complex systems

KW - pinning control

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Characteristic Modeling Approach for Complex Network Systems

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