arXivDaily arXiv每日学术速递 周一至周五更新
arXiv 2005.03458nlin.AOcond-mat.dis-nn
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电网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

Géza Ódor, Bálint Hartmann

摘要:

幂律分布的连锁故障在电网系统中是众所周知的。理解这种现象已经通过各种DC阈值模型完成,在其临界点处自调谐。在这里,我们试图描述它使用的交流阈值模型,与二阶仓本型运动方程的功率流。我们专注于网络的异质性效应的探索,从均匀的二维网格到美国电网,拥有相同的节点和链接,从匈牙利电力数据库获得一个现实的电功率网格。最后一个表现出节点相关的参数,拓扑边缘的鲁棒网络。我们发现,太弱的淬火异质性,来自单独的概率自频率的节点(二维格)是不足以找到幂律分布的级联。另一方面,太强的异质性破坏了系统的同步。我们发现协议与经验观察到的幂律故障大小分布在美国电网,以及匈牙利网络附近的同步过渡点。我们还研究了将通常的高斯自频率替换为指数分布的自频率的后果,描述了可再生能源。我们发现在稳态同步平均下降,但级联大小分布为美国和匈牙利系统仍然不敏感,并保持了普遍的尾巴,其特征在于指数$τ\simeq 1.8$。我们还研究了匈牙利电网的情况下的瞬时反馈机制的效果。

英文摘要:

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.

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