Litcius/Paper detail

A Necessary and Sufficient Condition of an Interfering Reverse Edge for a Directed Acyclic Graph

Hai-Tao Zhang, Haosen Cao, Zhiyong Chen

2022IEEE Transactions on Automatic Control15 citationsDOI

Abstract

A directed acyclic graph (DAG) is a common topology in biological, engineering, and social networks. A network topology is critical in determining a collective behavior of a network dynamic system. For example, the convergence rate of a consensus behavior in a multiagent system relies on the eigenvalues of the Laplacian associated with the network topology. This article aims to analyze the influence of adding a reverse edge into a DAG on convergence rate. It reveals the existence of the so-called interfering reverse edges; adding one single edge in this category can reduce the so-called dominant convergence rate even for a large network. More specifically, a necessary and sufficient condition of an interfering reverse edge is explicitly constructed. According to the condition, a computationally efficient method is proposed to assess an interfering reverse edge.

Topics & Concepts

Network topologyLaplacian matrixConvergence (economics)Directed graphComputer scienceDirected acyclic graphGraphTopology (electrical circuits)Rate of convergenceEnhanced Data Rates for GSM EvolutionEigenvalues and eigenvectorsGraph theoryMathematicsTheoretical computer scienceAlgorithmCombinatoricsComputer networkArtificial intelligenceQuantum mechanicsEconomicsPhysicsEconomic growthChannel (broadcasting)Distributed Control Multi-Agent SystemsGene Regulatory Network AnalysisComplex Network Analysis Techniques