Krause Sebastian M, Danziger Michael M, Zlatić Vinko
Theoretical Physics Division, Rudjer Bošković Institute, Zagreb, Croatia.
Faculty of Physics, University of Duisburg-Essen, Duisburg, Germany.
Phys Rev E. 2017 Aug;96(2-1):022313. doi: 10.1103/PhysRevE.96.022313. Epub 2017 Aug 14.
Many real world networks have groups of similar nodes which are vulnerable to the same failure or adversary. Nodes can be colored in such a way that colors encode the shared vulnerabilities. Using multiple paths to avoid these vulnerabilities can greatly improve network robustness, if such paths exist. Color-avoiding percolation provides a theoretical framework for analyzing this scenario, focusing on the maximal set of nodes which can be connected via multiple color-avoiding paths. In this paper we extend the basic theory of color-avoiding percolation that was published in S. M. Krause et al. [Phys. Rev. X 6, 041022 (2016)]2160-330810.1103/PhysRevX.6.041022. We explicitly account for the fact that the same particular link can be part of different paths avoiding different colors. This fact was previously accounted for with a heuristic approximation. Here we propose a better method for solving this problem which is substantially more accurate for many avoided colors. Further, we formulate our method with differentiated node functions, either as senders and receivers, or as transmitters. In both functions, nodes can be explicitly trusted or avoided. With only one avoided color we obtain standard percolation. Avoiding additional colors one by one, we can understand the critical behavior of color-avoiding percolation. For unequal color frequencies, we find that the colors with the largest frequencies control the critical threshold and exponent. Colors of small frequencies have only a minor influence on color-avoiding connectivity, thus allowing for approximations.
许多现实世界的网络都有相似节点的群组,这些节点易受相同故障或对手的影响。节点可以通过某种方式进行着色,使得颜色编码共享的漏洞。如果存在这样的路径,使用多条路径来避免这些漏洞可以极大地提高网络的鲁棒性。避免颜色渗流提供了一个理论框架来分析这种情况,重点关注可以通过多条避免颜色的路径连接的最大节点集。在本文中,我们扩展了发表于S. M. Krause等人[《物理评论X》6, 041022 (2016)]2160 - 330810.1103/PhysRevX.6.041022的避免颜色渗流的基本理论。我们明确考虑了这样一个事实,即同一条特定链路可以是避免不同颜色的不同路径的一部分。这一事实以前是用启发式近似来考虑的。在这里,我们提出了一种更好的方法来解决这个问题,对于许多要避免的颜色来说,这种方法要准确得多。此外,我们用区分的节点函数来表述我们的方法,要么作为发送者和接收者,要么作为传输者。在这两种函数中,节点可以被明确信任或避免。仅避免一种颜色时,我们得到标准渗流。逐个避免额外的颜色,我们可以理解避免颜色渗流的临界行为。对于不相等的颜色频率,我们发现频率最高的颜色控制着临界阈值和指数。频率小的颜色对避免颜色的连通性只有很小的影响,因此可以进行近似处理。