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As power systems are undergoing a significant transformation with more uncertainties, less inertia and closer to operation limits, there is increasing risk of large outages. Thus, there is an imperative need to enhance grid emergency…

机器学习 · 计算机科学 2022-02-08 Renke Huang , Yujiao Chen , Tianzhixi Yin , Qiuhua Huang , Jie Tan , Wenhao Yu , Xinya Li , Ang Li , Yan Du

Reliability and voltage quality in distribution networks have been achieved via a combination of transformer power rating satisfaction and voltage management asset control. To maintain reliable operation under this paradigm, however, future…

系统与控制 · 电气工程与系统科学 2020-10-01 Thomas Navidi , Chloe Leblanc , Abbas El Gamal , Ram Rajagopal

As the energy landscape changes quickly, grid operators face several challenges, especially when integrating renewable energy sources with the grid. The most important challenge is to balance supply and demand because the solar and wind…

机器学习 · 计算机科学 2025-01-24 Kamal Sarkar

Renewable energy integration into microgrids has become a key approach to addressing global energy issues such as climate change and resource scarcity. However, the variability of renewable sources and the rising occurrence of High Impact…

系统与控制 · 电气工程与系统科学 2025-08-12 Mohammad Hossein Nejati Amiri , Fawaz Annaz , Mario De Oliveira , Florimond Gueniat

Nowadays, the transition from a conventional generation system to a renewable generation system is one of the most difficult challenges for system operators and companies. There are several reasons: the long-standing impact of investment…

Variable renewable generation increases the challenge of balancing power supply and demand. Grid-scale batteries co-located with generation can help mitigate this misalignment. This paper explores the use of reinforcement learning (RL) for…

机器学习 · 计算机科学 2024-11-26 Caleb Ju , Constance Crozier

The transformation of the energy system has raised concerns about the reliability of fully renewable energy systems. We address this question for a 2050 European energy system using an economically optimal adequacy assessment. Our results…

最优化与控制 · 数学 2026-03-02 David Franzmann , Nils Ludwig , Jochen Linßen , Detlef Stolten , Heidi Heinrichs

The limited capacity of distribution grids for hosting renewable generation is one of the main challenges towards the energy transition. Local energy markets, enabling direct exchange of energy between prosumers, help to integrate the…

信号处理 · 电气工程与系统科学 2018-07-26 José Horta , Daniel Kofman , David Menga , Mathieu Caujolle

Today, human operators primarily perform voltage control of the electric transmission system. As the complexity of the grid increases, so does its operation, suggesting additional automation could be beneficial. A subset of machine learning…

机器学习 · 计算机科学 2020-10-19 Brandon L. Thayer , Thomas J. Overbye

Electricity transmission expansion has suffered many delays in Europe in recent decades, despite its significance for integrating renewable electricity into the energy system. A hydrogen network which reuses the existing fossil gas network…

物理与社会 · 物理学 2023-07-18 Fabian Neumann , Elisabeth Zeyen , Marta Victoria , Tom Brown

Dispatching strategies for gas turbines (GTs) are changing in modern electricity grids. A growing incorporation of intermittent renewable energy requires GTs to operate more but shorter cycles and more frequently on partial loads. Deep…

机器学习 · 计算机科学 2023-08-30 Manuel Sage , Martin Staniszewski , Yaoyao Fiona Zhao

Recently there has been significant research on power generation, distribution and transmission efficiency especially in the case of renewable resources. The main objective is reduction of energy losses and this requires improvements on…

机器学习 · 统计学 2016-06-17 Stefan Hosein , Patrick Hosein

The global energy landscape is undergoing a transformation towards decarbonization, sustainability, and cost-efficiency. In this transition, microgrid systems integrated with renewable energy sources (RES) and energy storage systems (ESS)…

系统与控制 · 电气工程与系统科学 2024-11-05 Fulong Yao , Wanqing Zhao , Matthew Forshaw , Yang Song

On-device machine learning (ODML) enables intelligent applications on resource-constrained devices. However, power consumption poses a major challenge, forcing a trade-off between model accuracy and power efficiency that often limits model…

Spatio-temporal generation patterns for wind and solar photovoltaic power in Europe are used to investigate the future rise in transmission needs with an increasing penetration of these variable renewable energy sources (VRES) on the…

物理与社会 · 物理学 2014-02-13 Sarah Becker , Rolando A. Rodriguez , Gorm B. Andresen , Stefan Schramm , Martin Greiner

Renewable energy has attracted significant attention over the last decade, conceivably due to its environmental benefits and the recent drops in the development and deployment cost of the technology. The increase in renewable generation,…

系统与控制 · 计算机科学 2016-10-25 Alireza Majzoobi , Amin Khodaei , Shay Bahramirad , Math H J Bollen

Dispatchable region for renewables (DRR) depicts a space for renewables that a power system operator can manage by dispatching controllable resources. The DRR can be used to evaluate the distance from an operating point to a secure boundary…

最优化与控制 · 数学 2023-08-29 Bin Liu , Thomas Brinsmead , Stefan Westerlund , Robert Davy

Current DER coordination schemes, such as demand-response and VPPs, aim to reduce electricity costs during peak demand events with no consideration of distribution grid reliability. We show that coordinating DERs for grid reliability can…

系统与控制 · 电气工程与系统科学 2023-07-18 Thomas Navidi , Abbas El Gamal , Ram Rajagopal

The growing share of renewable energy makes the optimization of power flows in power system models computationally more complicated, due to the widely distributed weather-dependent electricity generation. This article evaluates two methods…

系统与控制 · 电气工程与系统科学 2020-02-26 Oriol Raventós , Julian Bartels

Distribution grids across the world are undergoing profound changes due to advances in energy technologies. Electrification of the transportation sector and the integration of Distributed Energy Resources (DERs), such as photo-voltaic…

系统与控制 · 电气工程与系统科学 2021-04-02 Athindra Venkatraman , Anupam Thatte , Le Xie