Flow and Elastic Networks on the $n$-torus: Geometry, Analysis, and Computation

Abstract

Networks with phase-valued nodal variables are central in modeling several important societal and physical systems, including power grids, biological systems, and coupled oscillator networks. One of the distinctive features of phase-valued networks is the existence of multiple operating conditions corresponding to critical points of an energy function or feasible flows of a balance equation. For a network with phase-valued states, it is not yet fully understood how many operating conditions exist, how to characterize them, and how to compute them efficiently. A deeper understanding of feasible operating conditions, including their dependence upon network structures, may lead to more reliable and efficient network systems.This paper introduces flow and elastic network problems on the n-torus and provides a rigorous and comprehensive framework for their study. Based on a monotonicity assumption, this framework localizes the solutions, bounds their number, and leads to an algorithm to compute them. Our analysis is based on a novel winding partition of the n-torus into winding cells, induced by Kirchhoff 's angle law for undirected graphs. The winding partition has several useful properties, including notably that, each winding cell contains at most one solution. The proposed algorithm is based on a novel contraction mapping and is guaranteed to compute all solutions. Finally, we apply our results to numerically study the active power flow equations in several test cases and estimate power capacity and congestion of a power network.

Collective nonlinear dynamics and self-organization in decentralized power grids

“…Circulating power flows can emerge, which are generally undesired, as they increase line loads and Ohmic losses. A classic example of such circulating power flows is the Lake Erie loop in North America Jafarpour et al, 2019). If the system finds itself in a situation in which no stable synchronous state exists, system collapse is an inevitable consequence.…”