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相关论文: Unionized Data Governance in Virtual Power Plants

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Grid-connected power converters are ubiquitous in modern power systems, acting as grid interfaces of renewable energy sources, energy storage systems, electric vehicles, high-voltage DC systems, etc. Conventionally, power converters use…

系统与控制 · 电气工程与系统科学 2026-04-14 Ruohan Leng , Linbin Huang , Huanhai Xin , Ping Ju , Xiongfei Wang , Eduardo Prieto-Araujo , Florian Dörfler

The large-scale integration of renewable generation directly affects the reliability of power grids. We investigate the problem of power balancing in a general renewable-integrated power grid with storage and flexible loads. We consider a…

系统与控制 · 计算机科学 2016-06-06 Sun Sun , Min Dong , Ben Liang

The energy system is rapidly changing to accommodate the increasing number of renewable generators and the general transition towards a more sustainable future. Simultaneously, business models and market designs evolve, affecting power-grid…

适应与自组织系统 · 物理学 2020-03-24 Leonardo Rydin Gorjão , Mehrnaz Anvari , Holger Kantz , Christian Beck , Dirk Witthaut , Marc Timme , Benjamin Schäfer

Power systems are subject to fundamental changes due to the increasing infeed of decentralised renewable energy sources and storage. The decentralised nature of the new actors in the system requires new concepts for structuring the power…

适应与自组织系统 · 物理学 2020-04-22 Lia Strenge , Paul Schultz , Jürgen Kurths , Jörg Raisch , Frank Hellmann

The decarbonization goals worldwide drive the energy transition of power distribution grids, which operate under increasingly volatile conditions and closer to their technical limits. In this context, localized operational data with high…

系统与控制 · 电气工程与系统科学 2025-08-28 Lorenzo Zapparoli , Alfredo Oneto , María Parajeles Herrera , Blazhe Gjorgiev , Gabriela Hug , Giovanni Sansavini

This article reviews different kinds of models for the electric power grid that can be used to understand the modern power system, the smart grid. From the physical network to abstract energy markets, we identify in the literature different…

The fundamental role of power converters is to efficiently manage and control the flow of electrical energy, ensuring compatibility between power sources and loads. All these applications of power converters need the design of an…

系统与控制 · 电气工程与系统科学 2025-10-13 Marwan Soliman , Pauline Kergus , Diego Regruto , Luiz Villa , Zohra Kader

The increasing complexity of the power grid, due to higher penetration of distributed resources and the growing availability of interconnected, distributed metering devices re- quires novel tools for providing a unified and consistent view…

机器学习 · 统计学 2017-05-25 Francesco Fusco , Seshu Tirupathi , Robert Gormally

The prediction of electrical power in combined cycle power plants is a key challenge in the electrical power and energy systems field. This power output can vary depending on environmental variables, such as temperature, pressure, and…

信号处理 · 电气工程与系统科学 2019-08-06 Jesus L. Lobo , Igor Ballesteros , Izaskun Oregi , Javier Del Ser

The transition from traditional power grids to smart grids, significant increase in the use of renewable energy sources, and soaring electricity prices has triggered a digital transformation of the energy infrastructure that enables new,…

机器学习 · 计算机科学 2025-05-30 Carolina Fortuna , Gregor Cerar , Blaz Bertalanic , Andrej Campa , Mihael Mohorcic

The integration of machine learning into smart grid systems represents a transformative step in enhancing the efficiency, reliability, and sustainability of modern energy networks. By adding advanced data analytics, these systems can better…

人工智能 · 计算机科学 2024-10-22 Abdur Rashid , Parag Biswas , abdullah al masum , MD Abdullah Al Nasim , Kishor Datta Gupta

Power systems are equipment and data intensive. In todays big data era, a large amount of data is being generated from power system equipment via various inspection and testing activities. The industry is encouraged to make optimal…

信号处理 · 电气工程与系统科学 2020-09-15 M. Martin , F. Liu , J. Sun , K. Fiske , M. Sagin , J. Shackleford , N. Hellerstein , V. Chong

To manage huge amount of flexible distributed energy resources (DERs) in the distribution networks, the virtual power plant (VPP) is introduced in industry. The VPP can optimally dispatch these resources in a cluster way and provide…

系统与控制 · 电气工程与系统科学 2020-11-03 Siyuan Wang , Wenchuan Wu

Distributed energy resources are an ideal candidate for the provision of additional flexibility required by power system to support the increasing penetration of renewable energy sources. The integrating large number of resources in the…

系统与控制 · 电气工程与系统科学 2019-06-14 Shariq Riaz , Pierluigi Mancarella

Virtual power plant (VPP) provides a flexible solution to distributed energy resources integration by aggregating renewable generation units, conventional power plants, energy storages, and flexible demands. This paper proposes a novel…

系统与控制 · 电气工程与系统科学 2021-02-04 Yunfan Zhang , Feng Liu , Zhaojian Wang , Yifan Su , Weisheng Wang , Shuanglei Feng

Data centers (DCs) are increasingly recognized as flexible loads that can support grid frequency regulation. Yet, most existing methods treat workload scheduling and regulation capacity bidding separately, overlooking how queueing dynamics…

系统与控制 · 电气工程与系统科学 2026-02-03 Yingrui Fan , Junbo Zhao

With the ongoing emergence of smart and distributed grids, it becomes increasingly important to understand as well as improve legacy infrastructure while operating a much more interconnected and fragile architecture. To support this…

人机交互 · 计算机科学 2022-04-13 Maximilian T. Fischer , Daniel A. Keim

In the power and energy industry, multiple entities in grid operational logs are frequently recorded and updated. Thanks to recent advances in IT facilities and smart metering services, a variety of datasets such as system load, generation…

人机交互 · 计算机科学 2025-04-11 Ben Cheng , Yize Chen

This study delves into the shift from centralized to decentralized approaches in the electricity industry, with a particular focus on how machine learning (ML) advancements play a crucial role in empowering renewable energy sources and…

机器学习 · 计算机科学 2023-10-25 Mohammad Mohammadi , Ali Mohammadi

With a broad market of Distributed Energy Resource (DER) aggregated control solutions, technology investment and implementation decisions for electric utilities and grid operators need to consider complexity, cost, and performance. This…

最优化与控制 · 数学 2023-10-31 Deepak Aswani