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来源类型Article
规范类型其他
DOI10.1016/j.ifacsc.2018.07.002
Characterization and Control of Conservative and Non-conservative Network Dynamics.
Wildemeersch Matthias; Ronald Chan Wai Hong; Rovenskaya Elena; Quek Tony QS
发表日期2018
出处IFAC Journal of Systems and Control 5: 22-29
出版年2018
语种英语
摘要Diffusion processes are instrumental to describe the movement of a continuous quantity in a network of interacting agents. Here, we present a framework for diffusion in networks and study in particular two classes of agent interactions depending on whether the total network quantity follows a conservation law. Focusing on probabilistic, asymmetric interactions between agents, we define how the dynamics of conservative and non-conservative networks relate to the weighted in-degree and out-degree Laplacians. For uncontrolled networks, we compare the convergence behavior of both types of networks as a function of the eigenvectors of the weighted graph Laplacians. For networks with exogenous controls, we also analyze convergence and provide a method to measure the difference between conservative and non-conservative network dynamics based on the comparison of their respective reachable sets. The presented network control framework enables the comparative study of the dynamic and asymptotic network behavior for conservative and non-conservative networks.
主题Advanced Systems Analysis (ASA) ; Ecosystems Services and Management (ESM)
关键词Multi-agent networks Diffusion process Directed graphs Graph Laplacian Network control Reachable set
URLhttp://pure.iiasa.ac.at/id/eprint/15410/
来源智库International Institute for Applied Systems Analysis (Austria)
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资源类型智库出版物
条目标识符http://119.78.100.153/handle/2XGU8XDN/131513
推荐引用方式
GB/T 7714
Wildemeersch Matthias,Ronald Chan Wai Hong,Rovenskaya Elena,et al. Characterization and Control of Conservative and Non-conservative Network Dynamics.. 2018.
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