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Continuous integration of renewable energy sources into power networks is causing a paradigm shift in energy generation and distribution with regards to trading and control; the intermittent nature of renewable sources affects pricing of…

Accurate mid-term (weeks to one year) hourly electricity load forecasts are essential for strategic decision-making in power plant operation, ensuring supply security and grid stability, planning and building energy storage systems, and…

应用统计 · 统计学 2025-05-01 Monika Zimmermann , Florian Ziel

Electric vehicle (EV) charging stations have experienced rapid growth, whose impacts on the power grid have become non-negligible. Though charging stations can install energy storage to reduce their impacts on the grid, the conventional…

系统与控制 · 电气工程与系统科学 2023-03-21 Dongxiang Yan , Yue Chen

It is anticipated that penetration of renewable energy sources (RESs) in power systems will increase further in the next decades mainly due to environmental issues. In the long term of several decades, which we refer to in terms of the…

最优化与控制 · 数学 2014-12-11 Hesamoddin Marzooghi , David J. Hill , Gregor Verbic

About 26% of total U.S. energy consumption is used in the transportation sector. Conventional vehicles use fuels such as gasoline, emit harmful gases, and have adverse effects on the environment. Electric vehicles (EVs) provide an…

系统与控制 · 电气工程与系统科学 2021-07-27 Afshin Ghassemi , Laura Soares , Hao Wang , Zhimin Xi

Accurate energy consumption prediction is crucial for optimizing the operation of electric commercial heavy-duty vehicles, e.g., route planning for charging. Moreover, understanding why certain predictions are cast is paramount for such a…

机器学习 · 计算机科学 2023-11-28 Yuantao Fan , Zhenkan Wang , Sepideh Pashami , Slawomir Nowaczyk , Henrik Ydreskog

Future grid management systems will coordinate distributed production and storage resources to manage, in a cost effective fashion, the increased load and variability brought by the electrification of transportation and by a higher share of…

应用统计 · 统计学 2020-05-21 Christian Capezza , Biagio Palumbo , Yannig Goude , Simon N. Wood , Matteo Fasiolo

The availability of large scale streaming network data has reinforced the ubiquity of power-law distributions in observations and enabled precision measurements of the distribution parameters. The increased accuracy of these measurements…

物理与社会 · 物理学 2021-08-23 Pat Devlin , Jeremy Kepner , Ashley Luo , Erin Meger

Energy load disaggregation can contribute to balancing power grids by enhancing the effectiveness of demand-side management and promoting electricity-saving behavior through increased consumer awareness. However, the field currently lacks a…

信号处理 · 电气工程与系统科学 2024-02-08 Balázs András Tolnai , Zheng Ma , Bo Nørregaard Jørgensen

In the context of smart grids and load balancing, daily peak load forecasting has become a critical activity for stakeholders of the energy industry. An understanding of peak magnitude and timing is paramount for the implementation of smart…

机器学习 · 计算机科学 2021-12-10 Yvenn Amara-Ouali , Matteo Fasiolo , Yannig Goude , Hui Yan

In this paper, we introduce a scalable model for the aggregate electricity demand of a fleet of electric vehicles, which can provide the right balance between model simplicity and accuracy. The model is based on classification of tasks with…

系统与控制 · 计算机科学 2013-05-03 Mahnoosh Alizadeh , George Kesidis , Anna Scaglione

Integration of electronics-based residential appliances and distributed energy resources in homes is expected to rise with grid decarbonization. These devices may introduce significant harmonics into power networks that need to be closely…

信号处理 · 电气工程与系统科学 2021-11-08 Ankit Singhal , Dexin Wang , Andrew P. Reiman , Yuan Liu , Donald J. Hammerstrom , Soumya Kundu

In recent years, under deregulated environment, electric utility companies have been encouraged to ensure maximum system reliability through the employment of cost-effective long-term asset management strategies. To help achieve this goal,…

计算工程、金融与科学 · 计算机科学 2020-07-02 Ming Dong , Alexandre B. Nassif

The integration of distributed energy resources has ushered in a host of complex challenges, significantly impacting power quality in distribution networks. This work studies these challenges, exploring issues such as voltage fluctuations…

硬件体系结构 · 计算机科学 2026-02-03 Rafi Zahedi , Amirhossein Ahmadian , Chen Zhang , Shashank Narayana Gowda , Kourosh SedghiSigarchi , Rajit Gadh

Electric road systems (ERS) are roads that allow compatible vehicles to be powered by grid electricity while in transit, reducing the need for stopping to recharge electric batteries. We investigate how this technology can affect routing…

最优化与控制 · 数学 2023-09-26 Alejandro Gutierrez-Alcoba , Roberto Rossi , Belen Martin-Barragan , Tim Embley

Future greenhouse gas neutral energy systems will be dominated by renewable energy technologies providing variable supply subject to uncertain weather conditions. For this setting, we propose an algorithm for capacity expansion planning: We…

The United States' power market is featured by the lack of judicial power at the federal level. The market thus provides a unique testing environment for the market organization structure. At the same time, the econometric modeling and…

计量经济学 · 经济学 2018-06-13 Chelsea Sun

An expanded family of mixtures of multivariate power exponential distributions is introduced. While fitting heavy-tails and skewness has received much attention in the model-based clustering literature recently, we investigate the use of a…

统计方法学 · 统计学 2015-06-15 Utkarsh J. Dang , Ryan P. Browne , Paul D. McNicholas

Electric Vehicle (EV) is playing a significant role in the distribution energy management systems since the power consumption level of the EVs is much higher than the other regular home appliances. The randomness of the EV driver behaviors…

机器学习 · 计算机科学 2018-02-13 Yingqi Xiong , Bin Wang , Chi-Cheng Chu , Rajit Gadh

Electricity demand and generation have become increasingly unpredictable with the growing share of variable renewable energy sources in the power system. Forecasting electricity supply by fuel mix is crucial for market operation, ensuring…

应用统计 · 统计学 2025-10-30 Han Lin Shang , Lin Han , Stefan Trück