Network evolution driven by dynamics applied to graph coloring
An evolutionary network driven by dynamics is studied and applied to the graph coloring problem. From an initial structure, both the topology and the coupling weights evolve according to the dynamics. On the other hand, the dynamics of the network are determined by the topology and the coupling weig...
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Published in | Chinese physics B Vol. 22; no. 6; pp. 262 - 267 |
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Main Author | |
Format | Journal Article |
Language | English |
Published |
01.06.2013
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Subjects | |
Online Access | Get full text |
ISSN | 1674-1056 2058-3834 1741-4199 |
DOI | 10.1088/1674-1056/22/6/060507 |
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Abstract | An evolutionary network driven by dynamics is studied and applied to the graph coloring problem. From an initial structure, both the topology and the coupling weights evolve according to the dynamics. On the other hand, the dynamics of the network are determined by the topology and the coupling weights, so an interesting structure-dynamics co-evolutionary scheme appears. By providing two evolutionary strategies, a network described by the complement of a graph will evolve into several clusters of nodes according to their dynamics. The nodes in each cluster can be assigned the same color and nodes in different clusters assigned different colors. In this way, a co-evolution phenomenon is applied to the graph coloring problem. The proposed scheme is tested on several benchmark graphs for graph coloring. |
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AbstractList | An evolutionary network driven by dynamics is studied and applied to the graph coloring problem. From an initial structure, both the topology and the coupling weights evolve according to the dynamics. On the other hand, the dynamics of the network are determined by the topology and the coupling weights, so an interesting structure-dynamics co-evolutionary scheme appears. By providing two evolutionary strategies, a network described by the complement of a graph will evolve into several clusters of nodes according to their dynamics. The nodes in each cluster can be assigned the same color and nodes in different clusters assigned different colors. In this way, a co-evolution phenomenon is applied to the graph coloring problem. The proposed scheme is tested on several benchmark graphs for graph coloring. |
Author | 吴建设 李力光 王晓华 于昕 焦李成 |
AuthorAffiliation | Key Laboratory of Intelligent Perception and Image Understanding of Ministry of Education of China, 224# Xidian University,2# Taibai South Road, Xi'an 710071, China Aeronautical Computing Technique Research Institute, Xi'an 710068, China |
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Cites_doi | 10.1142/S0218127402004292 10.1103/PhysRevLett.89.054101 10.1103/PhysRevE.76.056113 10.1016/j.physd.2008.02.024 10.1016/j.physd.2011.09.010 10.1016/j.physd.2006.09.026 10.1088/1674-1056/21/5/050508 10.1103/PhysRevE.85.036107 10.1098/rsif.2007.1229 10.1088/1674-1056/19/10/106401 10.1063/1.3523297 10.1038/35065725 10.1103/PhysRevLett.98.034101 10.1103/PhysRevE.82.036201 10.1109/TCSI.2009.2037393 10.1103/PhysRevLett.86.2909 10.1103/PhysRevLett.106.128701 10.1007/978-3-642-69689-3 10.1063/1.3602220 10.1088/1674-1056/21/10/100207 10.1016/j.nonrwa.2011.08.017 10.1088/1674-1056/21/8/080506 10.1103/PhysRevLett.86.3200 10.1103/PhysRevE.80.066119 10.1109/81.974874 10.1103/PhysRevE.77.027101 10.1088/1674-1056/21/4/040503 10.1063/1.2944236 10.1063/1.3626024 10.1109/MCAS.2010.937884 10.1109/MSP.2011.943158 10.1103/RevModPhys.74.47 10.1103/PhysRevE.85.016115 10.1109/81.721263 10.1016/j.cor.2006.05.014 10.1016/j.physrep.2008.09.002 10.1038/30918 10.1103/PhysRevE.82.066104 10.1016/j.physa.2011.08.059 10.1103/PhysRevLett.91.014101 10.1016/j.nonrwa.2011.01.007 |
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Notes | An evolutionary network driven by dynamics is studied and applied to the graph coloring problem. From an initial structure, both the topology and the coupling weights evolve according to the dynamics. On the other hand, the dynamics of the network are determined by the topology and the coupling weights, so an interesting structure-dynamics co-evolutionary scheme appears. By providing two evolutionary strategies, a network described by the complement of a graph will evolve into several clusters of nodes according to their dynamics. The nodes in each cluster can be assigned the same color and nodes in different clusters assigned different colors. In this way, a co-evolution phenomenon is applied to the graph coloring problem. The proposed scheme is tested on several benchmark graphs for graph coloring. network dynamics, evolution of network, evolutionary strategies, graph coloring problem 11-5639/O4 ObjectType-Article-1 SourceType-Scholarly Journals-1 ObjectType-Feature-2 content type line 23 |
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References | 22 23 24 25 Lu Y L (20) 2012; 21 26 28 29 Leberknight C (27) 2012 Newman M E J (5) 2006 Graph Coloring Instances (44) Duan Z S (7) 2012; 21 30 10 32 11 33 12 Wang S G (16) 2012; 21 34 13 14 36 15 37 38 West D B (35) 2001 39 18 19 Yang D S (17) 2012; 21 Smith R D (40) 2010; 19 Graph Coloring (45) DeLellis P (31) 2010 1 2 3 4 6 8 9 41 42 21 43 |
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Title | Network evolution driven by dynamics applied to graph coloring |
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