English

Robustness of power systems under a democratic fiber bundle-like model

Physics and Society 2015-08-14 v1 Social and Information Networks Data Analysis, Statistics and Probability

Abstract

We consider a power system with NN transmission lines whose initial loads (i.e., power flows) L1,,LNL_1, \ldots, L_N are independent and identically distributed with PL(x)P_L(x). The capacity CiC_i defines the maximum flow allowed on line ii, and is assumed to be given by Ci=(1+α)LiC_i=(1+\alpha)L_i, with α>0\alpha>0. We study the robustness of this power system against random attacks (or, failures) that target a pp-{\em fraction} of the lines, under a democratic fiber bundle-like model. Namely, when a line fails, the load it was carrying is redistributed equally among the remaining lines. Our contributions are as follows: i) we show analytically that the final breakdown of the system always takes place through a first-order transition at the critical attack size p=1E[L]max{P(L>x)(αx+E[L  L>x])}   p^{\star}=1-\frac{E[L]}{\max\{P(L>x)(\alpha x + E[L ~|~ L>x])\}}~~~; ii) we derive conditions on the distribution PL(x)P_L(x) for which the first order break down of the system occurs abruptly without any preceding diverging rate of failure; iii) we provide a detailed analysis of the robustness of the system under three specific load distributions: Uniform, Pareto, and Weibull, showing that with the minimum load LminL_{\textrm{min}} and mean load E[L]E[L] fixed, Pareto distribution is the worst (in terms of robustness) among the three, whereas Weibull distribution is the best with shape parameter selected relatively large; iv) we provide numerical results that confirm our mean-field analysis; and v) we show that pp^{\star} is maximized when the load distribution is a Dirac delta function centered at E[L]E[L], i.e., when all lines carry the same load; we also show that optimal pp^{\star} equals αα+1\frac{\alpha}{\alpha+1}. This last finding is particularly surprising given that heterogeneity is known to lead to high robustness against random failures in many other systems.

Keywords

Cite

@article{arxiv.1504.03728,
  title  = {Robustness of power systems under a democratic fiber bundle-like model},
  author = {Osman Yağan},
  journal= {arXiv preprint arXiv:1504.03728},
  year   = {2015}
}

Comments

12 pages, 6 figures