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相关论文: Identification of AC Networks via Online Learning

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The integration of renewables into electrical grids calls for the development of tailored control schemes which in turn require reliable grid models. In many cases, the grid topology is known but the actual parameters are not exactly known.…

系统与控制 · 电气工程与系统科学 2020-05-12 Xu Du , Alexander Engelmann , Yuning Jiang , Timm Faulwasser , Boris Houska

The increasing integration of intermittent renewable generation, especially at the distribution level,necessitates advanced planning and optimisation methodologies contingent on the knowledge of thegrid, specifically the admittance matrix…

系统与控制 · 电气工程与系统科学 2021-12-21 Jean-Sébastien Brouillon , Emanuele Fabbiani , Pulkit Nahata , Keith Moffat , Florian Dörfler , Giancarlo Ferrari-Trecate

The identification of distribution network topology and parameters is a critical problem that lays the foundation for improving network efficiency, enhancing reliability, and increasing its capacity to host distributed energy resources.…

系统与控制 · 电气工程与系统科学 2023-08-23 Ognjen Stanojev , Lucien Werner , Steven Low , Gabriela Hug

A fundamental requirement to develop routing strategies in power line networks is the knowledge of the network topology, which might not be complete. In this work, we present a novel method to derive the topology of a distribution network…

其他计算机科学 · 计算机科学 2016-11-11 Federico Passerini , Andrea M. Tonello

Distribution grid is the medium and low voltage part of a large power system. Structurally, the majority of distribution networks operate radially, such that energized lines form a collection of trees, i.e. forest, with a substation being…

系统与控制 · 计算机科学 2018-07-12 Deepjyoti Deka , Michael Chertkov , Scott Backhaus

In a power distribution network, the network topology information is essential for an efficient operation of the network. This information of network connectivity is not accurately available, at the low voltage level, due to uninformed…

系统与控制 · 计算机科学 2016-09-12 Jayadev P Satya , Nirav Bhatt , Ramkrishna Pasumarthy , Aravind Rajeswaran

We solve the problem of identifying (reconstructing) network topology from steady state network measurements. Concretely, given only a data matrix $\mathbf{X}$ where the $X_{ij}$ entry corresponds to flow in edge $i$ in configuration…

机器学习 · 计算机科学 2016-01-22 Aravind Rajeswaran , Shankar Narasimhan

To perform any meaningful optimization task, power distribution operators need to know the topology and line impedances of their electric networks. Nevertheless, distribution grids currently lack a comprehensive metering infrastructure.…

最优化与控制 · 数学 2018-06-12 Guido Cavraro , Vassilis Kekatos

Limited presence of nodal and line meters in distribution grids hinders their optimal operation and participation in real-time markets. In particular lack of real-time information on the grid topology and infrequently calibrated line…

系统与控制 · 计算机科学 2018-03-13 Sejun Park , Deepjyoti Deka , Michael Chertkov

Voltage control generally requires accurate information about the grid's topology in order to guarantee network stability. However, accurate topology identification is challenging for existing methods, especially as the grid is subject to…

系统与控制 · 电气工程与系统科学 2024-09-06 Christopher Yeh , Jing Yu , Yuanyuan Shi , Adam Wierman

Voltage control generally requires accurate information about the grid's topology in order to guarantee network stability. However, accurate topology identification is a challenging problem for existing methods, especially as the grid is…

系统与控制 · 电气工程与系统科学 2022-06-30 Christopher Yeh , Jing Yu , Yuanyuan Shi , Adam Wierman

Distribution grids represent the final tier in electric networks consisting of medium and low voltage lines that connect the distribution substations to the end-users. Traditionally, distribution networks have been operated in a radial…

最优化与控制 · 数学 2016-03-03 Deepjyoti Deka , Scott Backhaus , Michael Chertkov

The increasing penetration of renewables in distribution networks calls for faster and more advanced voltage regulation strategies. A promising approach is to formulate the problem as an optimization problem, where the optimal reactive…

最优化与控制 · 数学 2020-02-24 Yize Chen , Yuanyuan Shi , Baosen Zhang

Estimating the structure of physical flow networks such as power grids is critical to secure delivery of energy. This paper discusses statistical structure estimation in power grids in the "under-excited" regime, where a subset of internal…

系统与控制 · 电气工程与系统科学 2020-05-06 Deepjyoti Deka , Harish Doddi , Sidhant Misra , Murti Salapaka

Optimal operation of distribution grid resources relies on accurate estimation of its state and topology. Practical estimation of such quantities is complicated by the limited presence of real-time meters. This paper discusses a theoretical…

系统与控制 · 计算机科学 2020-01-06 Deepjyoti Deka , Michael Chertkov , Scott Backhaus

We propose an approach based on neural networks and the AC power flow equations to identify single- and double-line outages in a power grid using the information from phasor measurement unit sensors (PMUs) placed on only a subset of the…

计算工程、金融与科学 · 计算机科学 2018-03-28 Ching-pei Lee , Stephen J. Wright

Efficient operation of distribution grids in the smart-grid era is hindered by the limited presence of real-time nodal and line meters. In particular, this prevents the easy estimation of grid topology and associated line parameters that…

系统与控制 · 计算机科学 2020-03-03 Sejun Park , Deepjyoti Deka , Scott Backhaus , Michael Chertkov

Unveiling feeder topologies from data is of paramount importance to advance situational awareness and proper utilization of smart resources in power distribution grids. This tutorial summarizes, contrasts, and establishes useful links…

最优化与控制 · 数学 2023-05-01 Deepjyoti Deka , Vassilis Kekatos , Guido Cavraro

Recent advances in precise phasor measurement units are enabling new approaches to estimate distribution and transmission grid parameters in real-time. In this paper, we investigate voltage and current phasor measurement requirements to…

系统与控制 · 电气工程与系统科学 2026-05-04 Norak Rin , Iman Shames , Ian Petersen , Elizabeth Ratnam

The power flow equations relate bus voltage phasors to power injections via the network admittance matrix. These equations are central to the key operational and protection functions of power systems (e.g., optimal power flow scheduling and…

系统与控制 · 电气工程与系统科学 2025-10-21 Samuel Talkington , Daniel Turizo , Sergio A. Dorado-Rojas , Rahul K. Gupta , Daniel K. Molzahn
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