Fig. 1. The calculation of equivalent conductance between any pair of nodes in a complete network.完全网络任意一对节点之间等效电导的计算过程
Fig. 2. Dependence of (a) communicability sequence entropy
and (b) mean global conductance
on rewiring probability of WS small-world network; (c) , (d) the relation between
and
of WS small-world network.
WS小世界网络的(a)通信序列熵
和(b) 平均全局电导
与重连概率
的依赖关系; (c), (d)相应的
与
之间的关系
Fig. 3. The dependence of (a) communicability sequence entropy
and (b) mean global conductance
on degree distribution exponent
of scale-free network; (c), (d) the results of mapping
with
in the same coordinate system.
无标度网络的(a)通信序列熵
和(b)平均全局电导
与度分布指数
的依赖关系; (c), (d) 将
与
映射在同一坐标系下的结果
Fig. 4. Dependence of communicability sequence entropy
of the scale-free network on the degree-degree correlation coefficient
, here, the degree distribution exponent
is equal to (a) 2.5 and (d) 3.0, respectively; (b), (e) the dependence of the mean global conductance
on the correlation coefficient
; (c), (f) the
and
relation curve.
度分布指数
分别等于(a) 2.5和(d) 3.0时的关联无标度网络的通信序列熵
与度-度关联系数
的依赖关系; 相应的平均全局电导
与关联系数
的依赖关系,
分别等于(b) 2.5和(e) 3.0; (c), (f)
与
的关系曲线
Fig. 5. A visualization of the community network based on the BA network. The number of communities is 1 to 6, which are denoted as C1 to C6. The generation method of the community network in each network in the figure is generated according to the method of Ref. [
7]. The network size is
, the number of network edges is
. The specific algorithm is as follows: 1) First, a BA network with 900 nodes and 2700 edges is generated, as shown in figure C1; 2) two BA networks containing 450 nodes and 1350 edges are generated, and then a small number of edges are randomly disconnected in each community, and these disconnected edges are connected to the endpoints of the interrupted edges of other communities to form a network C2 containing two communities; 3) in this way, BA network C3, C4, C5 and C6 containing 3, 4, 5 and 6 communities can be generated.ntaining 3, 4, 5 and 6 communities can be generated.
以BA网络为例构建的社团网络可视化图, 社团个数为1—6, 分别表示为C1—C6. 图中每一个网络中社团网络的生成方式都是按照文献[
7]的方法生成. 网络规模
, 网络边数
. 具体算法如下: 1)首先生成一个含有900个节点, 2700条边的BA网络(图C1); 2)生成两个含有450个节点、1350条边的BA网络, 然后在每个社团中随机断开少量的边, 并将这些断开的边连接到其他社团中断开的边的端点上, 形成一个含有两个社团的网络C2; 3)以此类推, 便可生成含有3, 4, 5, 6个社团的BA网络C3, C4, C5, C6
BA | $S_N$![]() ![]() | $\left\langle G \right\rangle$![]() ![]() | | ER | $S_N$![]() ![]() | $\left\langle G \right\rangle$![]() ![]() | 1(C1) | 0.9363 | 1.9380 | | 1 | 0.9704 | 2.2106 | 2 (C2) | 0.8925 | 1.6168 | 2 | 0.9256 | 1.8006 | 3 (C3) | 0.8703 | 1.5026 | 3 | 0.9010 | 1.6625 | 4 (C4) | 0.8512 | 1.4401 | 4 | 0.8832 | 1.5728 | 5 (C5) | 0.8440 | 1.3929 | 5 | 0.8704 | 1.5203 | 6 (C6) | 0.8409 | 1.3653 | 6 | 0.8642 | 1.4813 |
|
Table 1. Relationship between communicability sequence entropy
, mean global conductance
and number of communities in networks [BA (left), ER (right)] containing communities.
含有社团结构的网络[BA (左), ER (右)]通信序列熵
、平均全局电导
与社团个数的关系
IEEE57 | $S_N$![]() ![]() | $\left\langle G \right\rangle$![]() ![]() | | IEEE118 | $S_N$![]() ![]() | $\left\langle G \right\rangle$![]() ![]() | 0阶 | 0.8744 | 0.6404 | | 0阶 | 0.8884 | 0.7418 | 1阶 | 0.8502 | 0.6302 | 1阶 | 0.8692 | 0.7388 | 2阶 | 0.8391 | 0.6225 | 2阶 | 0.8689 | 0.7086 | 原始 | 0.8116 | 0.5616 | 原始 | 0.8029 | 0.4981 |
|
Table 2. Power supply network and corresponding randomized reference model
and mean global conductance
, IEEE57 (left), IEEE118 (right).
电力供需网络以及对应的随机化参考模型的
和平均电导
, IEEE57 (左), IEEE118 (右)