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There has been a significant growth of variable renewable generation in the power grid today. However, the industry still uses deterministic optimization to model and solve the optimal power flow (OPF) problem for real-time generation…

最优化与控制 · 数学 2019-12-02 Xingpeng Li , Qianxue Xia

The topology of a power grid affects its dynamic operation and settlement in the electricity market. Real-time topology identification can enable faster control action following an emergency scenario like failure of a line. This article…

最优化与控制 · 数学 2017-07-18 Deepjyoti Deka , Saurav Talukdar , Michael Chertkov , Murti Salapaka

Optimizing the topology of networks is an important challenge across engineering disciplines. In energy systems, network reconfiguration can substantially reduce losses and costs and thus support the energy transition. Unfortunately, many…

In smart power grids, keeping the synchronicity of generators and the corresponding controls is of great importance. To do so, a simple model is employed in terms of swing equation to represent the interactions among dynamics of generators…

神经与进化计算 · 计算机科学 2015-04-29 Hojjat Salehinejad , Farhad Pouladi , Siamak Talebi

Next generation wireless networks face the challenge of increasing energy consumption while satisfying the unprecedented increase in the data rate demand. To address this problem, we propose a utility-based energy-efficient resource…

网络与互联网体系结构 · 计算机科学 2014-10-23 Kemal Davaslioglu , Cemil Can Coskun , Ender Ayanoglu

The transient response of power grids to external disturbances influences their stable operation. This paper studies the effect of topology in linear time-invariant dynamics of different power grids. For a variety of objective functions, a…

系统与控制 · 计算机科学 2017-03-03 Deepjyoti Deka , Harsha Nagarajan , Scott Backhaus

Energy efficiency has become an important measurement of scheduling algorithm for private cloud. The challenge is trade-off between minimizing of energy consumption and satisfying Quality of Service (QoS) (e.g. performance or resource…

神经与进化计算 · 计算机科学 2013-02-20 Nguyen Quang-Hung , Pham Dac Nien , Nguyen Hoai Nam , Nguyen Huynh Tuong , Nam Thoai

In this paper, we formulate optimization problems to perform optimal transmission switching (OTS) in order to operate power transmission grids most efficiently. In any given electrical network, several of the transmission lines are…

系统与控制 · 电气工程与系统科学 2023-09-07 Vineet Jagadeesan Nair

This paper introduces a novel approach to addressing uncertainty and associated risks in power system management, focusing on the discrepancies between forecasted and actual values of load demand and renewable power generation. By employing…

最优化与控制 · 数学 2024-08-12 Rene Carmona , Ronnie Sircar , Xinshuo Yang

When a major outage occurs on a distribution system due to extreme events, microgrids, distributed generators, and other local resources can be used to restore critical loads and enhance resiliency. This paper proposes a decision-making…

最优化与控制 · 数学 2019-01-16 Ying Wang , Yin Xu , Jinghan He , Chen-Ching Liu , Kevin P. Schneider , Mingguo Hong , Dan T. Ton

Accurate network topology information is critical for secure operation of smart power distribution systems. Line outages can change the operational topology of a distribution network. As a result, topology identification by detecting…

系统与控制 · 电气工程与系统科学 2024-12-20 Ananth Narayan Samudrala , Hadi Amini M. , Soummya Kar , Rick Blum

This review comprehensively examines the integration of artificial intelligence (AI) in enhancing the dynamic security assessments of modern power systems. It highlights the pivotal role of AI in facilitating scenario generation, incident…

系统与控制 · 电气工程与系统科学 2024-08-20 Runhao Zhang

Graph-based learning excels at capturing interaction patterns in diverse domains like recommendation, fraud detection, and particle physics. However, its performance often degrades under distribution shifts, especially those altering…

机器学习 · 计算机科学 2026-05-12 Hans Hao-Hsun Hsu , Shikun Liu , Han Zhao , Pan Li

This paper presents a new data-driven fault identification and controller reconfiguration algorithm. The presented algorithm relies only on the system's input and output data, and it does not require a detailed system description. The…

系统与控制 · 计算机科学 2019-02-27 Hasan Zakeri , Panos J. Antsaklis

Distribution grids constitute complex networks of lines often times reconfigured to minimize losses, balance loads, alleviate faults, or for maintenance purposes. Topology monitoring becomes a critical task for optimal grid scheduling.…

最优化与控制 · 数学 2017-07-24 Guido Cavraro , Vassilis Kekatos , Sriharsha Veeramachaneni

The ongoing transition to renewable energy is increasing the share of fluctuating power sources like wind and solar, raising power grid volatility and making grid operation increasingly complex and costly. In our prior work, we have…

人工智能 · 计算机科学 2023-02-16 Anton R. Fuxjäger , Kristian Kozak , Matthias Dorfer , Patrick M. Blies , Marcel Wasserer

This paper presents a novel learning based framework for predicting power outages caused by extreme events. The proposed approach targets low-probability high-consequence outage scenarios and leverages a comprehensive set of features…

机器学习 · 计算机科学 2026-02-11 Nina Fatehi , Antar Kumar Biswas , Masoud H. Nazari

Machine learning and computational intelligence technologies gain more and more popularity as possible solution for issues related to the power grid. One of these issues, the power flow calculation, is an iterative method to compute the…

机器学习 · 计算机科学 2022-04-21 Stephan Balduin , Eric MSP Veith , Sebastian Lehnhoff

In Part I of this paper a method for the Harmonic Stability Assessment (HSA) of power systems with a high share of Converter-Interfaced Distributed Energy Resources (CIDERs) was proposed. Specifically, the Harmonic State-Space (HSS) model…

系统与控制 · 电气工程与系统科学 2024-08-13 Johanna Kristin Maria Becker , Andreas Martin Kettner , Mario Paolone

The successful integration of machine learning models into decision support tools for grid operation hinges on effectively capturing the topological changes in daily operations. Frequent grid reconfigurations and N-k security analyses have…

系统与控制 · 电气工程与系统科学 2025-03-05 Agnes M. Nakiganda , Spyros Chatzivasileiadis