A Random Growth Model for Power Grids and Other Spatially Embedded Infrastructure Networks
arXiv:1602.02562 · doi:10.1140/epjst/e2014-02279-6
Abstract
We propose a model to create synthetic networks that may also serve as a narrative of a certain kind of infrastructure network evolution. It consists of an initialization phase with the network extending tree-like for minimum cost and a growth phase with an attachment rule giving a trade-off between cost-optimization and redundancy. Furthermore, we implement the feature of some lines being split during the grid's evolution. We show that the resulting degree distribution has an exponential tail and may show a maximum at degree two, suitable to observations of real-world power grid networks. In particular, the mean degree and the slope of the exponential decay can be controlled in partial independence. To verify to which extent the degree distribution is described by our analytic form, we conduct statistical tests, showing that the hypothesis of an exponential tail is well-accepted for our model data.
18 pages, 5 figures
Cited by in corpus (34)
- Understanding Braess' Paradox in power grids
- Fluctuation-induced Distributed Resonances in Oscillatory Networks
- Deciphering the imprint of topology on nonlinear dynamical network stability
- Stability of Synchrony against Local Intermittent Fluctuations in Tree-like Power Grids
- Heterogeneity effects in power-grid network models
- Predicting Basin Stability of Power Grids using Graph Neural Networks
- Toward Dynamic Stability Assessment of Power Grid Topologies using Graph Neural Networks
- Heterogeneities in electricity grids strongly enhance non-Gaussian features of frequency fluctuations under stochastic power input
- Topological Determinants of Perturbation Spreading in Networks
- Power-grid stability predictions using transferable machine learning
- Bounding the first exit from the basin: Independence Times and Finite-Time Basin Stability
- Prediction and mitigation of nonlocal cascading failures using graph neural networks
- Edge directionality properties in complex spherical networks
- Optimization of coupling and global collapse in diffusively coupled socio-ecological resource exploitation networks
- Impact of Network Topology on the Stability of DC Microgrids
- Analysis of the Dynamics and Topology Dependencies of Small Perturbations in Electric Transmission Grids
- A Framework for Synthetic Power System Dynamics
- Decreased resilience in power grids under dynamically induced vulnerabilities
- Linear Response Theory for Renewable Fluctuations in Power Grids with Transmission Losses
- Fluctuation Response Patterns of Network Dynamics -- an Introduction
- Reinforcement Learning Optimizes Power Dispatch in Decentralized Power Grid
- The Contribution of Different Electric Vehicle Control Strategies to Dynamical Grid Stability
- The Waiting-Time Distribution for Network Partitions in Cascading Failures in Power Networks
- Complex Couplings -- A universal, adaptive and bilinear formulation of power grid dynamics
- Power Network Uniqueness and Synchronization Stability from a Higher-order Structure Perspective
- A Network of Networks Approach to Interconnected Power Grids
- Resilience basins of complex systems: an application to prosumer impacts on power grids
- Structure and Stability of the Indian Power Transmission Network
- Resonant Solitary States in Complex Networks
- Relative Canonical Network Ensembles -- (Mis)characterizing Small-World Networks
- AI-Driven Stabilization in Power Grids through Controlling Line Admittances
- Comparison of electricity market designs for stable decentralized power grids
- Greedy optimization for growing spatially embedded oscillatory networks
- Ambient Forcing: Sampling Local Perturbations in Constrained Phase Spaces