A random growth model for power grids and other spatially embedded infrastructure networks

被引:69
作者
Schultz, Paul [1 ,2 ]
Heitzig, Jobst [1 ]
Kurths, Jurgen [1 ,2 ,3 ]
机构
[1] Potsdam Inst Climate Impact Res, D-14412 Potsdam, Germany
[2] Humboldt Univ, Dept Phys, D-12489 Berlin, Germany
[3] Univ Aberdeen, Inst Complex Syst & Math Biol, Aberdeen AB24 3UE, Scotland
关键词
Exponential Decay; European Physical Journal Special Topic; Degree Distribution; Minimum Span Tree; Power Grid;
D O I
10.1140/epjst/e2014-02279-6
中图分类号
O4 [物理学];
学科分类号
0702 ;
摘要
We propose a model to create synthetic networks that may also serve as a narrative of a certain kind of infrastructure network evolution. It consists of an initialization phase with the network extending tree-like for minimum cost and a growth phase with an attachment rule giving a trade-off between cost-optimization and redundancy. Furthermore, we implement the feature of some lines being split during the grid's evolution. We show that the resulting degree distribution has an exponential tail and may show a maximum at degree two, suitable to observations of real-world power grid networks. In particular, the mean degree and the slope of the exponential decay can be controlled in partial independence. To verify to which extent the degree distribution is described by our analytic form, we conduct statistical tests, showing that the hypothesis of an exponential tail is well-accepted for our model data.
引用
收藏
页码:2593 / 2610
页数:18
相关论文
共 30 条
[1]  
[Anonymous], TOPOLOGICAL COMPLEXI
[2]  
[Anonymous], 1926, Elektronick y Obzor
[3]   Emergence of scaling in random networks [J].
Barabási, AL ;
Albert, R .
SCIENCE, 1999, 286 (5439) :509-512
[4]   Spatial networks [J].
Barthelemy, Marc .
PHYSICS REPORTS-REVIEW SECTION OF PHYSICS LETTERS, 2011, 499 (1-3) :1-101
[5]  
Bracquemond C., 2002, APPL MATH COMPUT SCI, V6
[6]   Catastrophic cascade of failures in interdependent networks [J].
Buldyrev, Sergey V. ;
Parshani, Roni ;
Paul, Gerald ;
Stanley, H. Eugene ;
Havlin, Shlomo .
NATURE, 2010, 464 (7291) :1025-1028
[7]   Are randomly grown graphs really random? art. no. 041902 [J].
Callaway, DS ;
Hopcroft, JE ;
Kleinberg, JM ;
Newman, MEJ ;
Strogatz, SH .
PHYSICAL REVIEW E, 2001, 64 (04) :7
[8]  
Dijkstra E. W., 1959, Numerische Mathematik, V1, P269, DOI [10.1007/BF01386390, DOI 10.1007/BF01386390]
[9]   Evolution of networks [J].
Dorogovtsev, SN ;
Mendes, JFF .
ADVANCES IN PHYSICS, 2002, 51 (04) :1079-1187
[10]  
Erdos P., 1959, PUBL MATH-DEBRECEN, V6, P290, DOI DOI 10.5486/PMD.1959.6.3-4.12