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  • 标题:A generalization of the graph Laplacian with application to a distributed consensus algorithm
  • 本地全文:下载
  • 作者:Guisheng Zhai
  • 期刊名称:International Journal of Applied Mathematics and Computer Science
  • 电子版ISSN:2083-8492
  • 出版年度:2015
  • 卷号:25
  • 期号:2
  • DOI:10.1515/amcs-2015-0027
  • 出版社:De Gruyter Open
  • 摘要:In order to describe the interconnection among agents with multi-dimensional states, we generalize the notion of a graph Laplacian by extending the adjacency weights (or weighted interconnection coefficients) from scalars to matrices. More precisely, we use positive definite matrices to denote full multi-dimensional interconnections, while using nonnegative definite matrices to denote partial multi-dimensional interconnections. We prove that the generalized graph Laplacian inherits the spectral properties of the graph Laplacian. As an application, we use the generalized graph Laplacian to establish a distributed consensus algorithm for agents described by multi-dimensional integrators
  • 关键词:graph Laplacian; generalized graph Laplacian; adjacency weights; distributed consensus algorithm; cooperative control
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