论文标题

动力网络模型中动态级联故障的幂律分布

Power-law distributions of dynamic cascade failures in power-grid models

论文作者

Ódor, Géza, Hartmann, Bálint

论文摘要

幂律分布式级联故障在电网系统中众所周知。了解这种现象是通过各种DC阈值模型来完成的,在其临界点进行了自调。在这里,我们尝试使用AC阈值模型来描述它,并具有二阶Kuramoto型运动方程。我们专注于探索网络异质性效应,从均质的2D晶格到美国的动力网格,具有相同的节点和链接,再到从匈牙利电气数据库中获得的逼真的电力网络。最后一个展示了依赖于节点的参数,在稳健网络的边缘拓扑上。我们表明,仅来自节点(2D晶格)的概率自相矛盾的异质性较弱,不足以找到分布的级联级联反应。另一方面,太强的异质性破坏了系统的同步。我们发现与美国网格以及同步过渡点附近的匈牙利网络上的经验观察到的幂律失败大小分布达成一致。我们还调查了将通常的高斯自频替换为指数分布式的后果,从而描述了可再生能源。我们发现稳态同步平均有所下降,但是美国和匈牙利系统的级联尺寸分布仍然不敏感,并且保留了通用尾巴,其特征是指数$τ\ simeq 1.8 $。在匈牙利电网的情况下,我们还研究了瞬时反馈机制的效果。

Power-law distributed cascade failures are well known in power-grid systems. Understanding this phenomena has been done by various DC threshold models, self-tuned at their critical point. Here we attempt to describe it using an AC threshold model, with a second-order Kuramoto type equation of motion of the power-flow. We have focused on the exploration of network heterogeneity effects, starting from homogeneous 2D lattices to the US power-grid, possessing identical nodes and links, to a realistic electric power-grid obtained from the Hungarian electrical database. The last one exhibits node dependent parameters, topologically marginally on the verge of robust networks. We show that too weak quenched heterogeneity, coming solely from the probabilistic self-frequencies of nodes (2D lattice) is not sufficient to find power-law distributed cascades. On the other hand too strong heterogeneity destroys the synchronization of the system. We found agreement with the empirically observed power-law failure size distributions on the US grid, as well as on the Hungarian networks near the synchronization transition point. We have also investigated the consequence of replacing the usual Gaussian self-frequencies to exponential distributed ones, describing renewable energy sources. We found a drop in the steady state synchronization averages, but the cascade size distribution both for the US and Hungarian systems remained insensitive and have kept the universal tails, characterized by the exponent $τ\simeq 1.8$. We have also investigated the effect of an instantaneous feedback mechanism in case of the Hungarian power-grid.

扫码加入交流群

加入微信交流群

微信交流群二维码

扫码加入学术交流群,获取更多资源