Advances in Virtual Power Plant Operations: A Review of Optimization Models

IF 3.6 3区 计算机科学 Q2 COMPUTER SCIENCE, INFORMATION SYSTEMS
Fatemeh Marzbani;Ahmed H. Osman;Mohamed S. Hassan
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Abstract

In recent decades, the global shift toward sustainable energy solutions has accelerated, prompting nations to integrate renewable energy sources (RES) into their electricity grids and adhere to international environmental protocols. This transition has catalyzed the evolution from traditional power systems to smart grids, which form the backbone of contemporary energy management systems. However, smart grids often show limited adaptability to the large-scale integration of RES, underscoring a critical need for more dynamic solutions. Against this backdrop, Virtual Power Plants (VPPs) have emerged as a pivotal innovation, enhancing grid management through their robust handling of RES fluctuations and sophisticated distributed control systems. VPPs not only increase the flexibility, reliability, scalability, and performance of power systems but also improve asset utilization, bolster system resilience, and foster more effective market interactions. This surge in VPP deployment has sparked extensive research focused on optimizing VPP operations and their engagement with electricity markets. Given the rapid advancements in VPP technology and market integration, this review is critical for consolidating existing knowledge, guiding effective implementation strategies, and identifying emerging trends and challenges within the field. This review presents a comprehensive overview of prior research on VPP optimization, delineating the key methodologies and outcomes that have shaped current practices. Specifically, this paper discusses the fundamental concepts of VPPs, provides an overview of their integration into electricity markets, and examines the various optimization formulations and methodologies that have been proposed in the literature for enhancing VPP operational efficiency.
虚拟电厂运行研究进展:优化模型综述
近几十年来,全球向可持续能源解决方案的转变加快,促使各国将可再生能源(RES)纳入其电网,并遵守国际环境协议。这一转变促进了从传统电力系统向智能电网的演变,智能电网构成了当代能源管理系统的支柱。然而,智能电网对可再生能源大规模集成的适应性往往有限,因此迫切需要更动态的解决方案。在此背景下,虚拟电厂(vpp)已成为一项关键创新,通过其强大的可再生能源波动处理和复杂的分布式控制系统来加强电网管理。vpp不仅提高了电力系统的灵活性、可靠性、可扩展性和性能,还提高了资产利用率,增强了系统的弹性,并促进了更有效的市场互动。VPP部署的激增引发了广泛的研究,重点是优化VPP运营及其与电力市场的合作。鉴于VPP技术和市场整合的快速发展,这一综述对于巩固现有知识、指导有效的实施策略以及识别该领域的新趋势和挑战至关重要。这篇综述对VPP优化的先前研究进行了全面概述,描述了影响当前实践的关键方法和结果。具体来说,本文讨论了VPP的基本概念,概述了它们与电力市场的整合,并研究了文献中提出的各种优化公式和方法,以提高VPP的运行效率。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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来源期刊
IEEE Access
IEEE Access COMPUTER SCIENCE, INFORMATION SYSTEMSENGIN-ENGINEERING, ELECTRICAL & ELECTRONIC
CiteScore
9.80
自引率
7.70%
发文量
6673
审稿时长
6 weeks
期刊介绍: IEEE Access® is a multidisciplinary, open access (OA), applications-oriented, all-electronic archival journal that continuously presents the results of original research or development across all of IEEE''s fields of interest. IEEE Access will publish articles that are of high interest to readers, original, technically correct, and clearly presented. Supported by author publication charges (APC), its hallmarks are a rapid peer review and publication process with open access to all readers. Unlike IEEE''s traditional Transactions or Journals, reviews are "binary", in that reviewers will either Accept or Reject an article in the form it is submitted in order to achieve rapid turnaround. Especially encouraged are submissions on: Multidisciplinary topics, or applications-oriented articles and negative results that do not fit within the scope of IEEE''s traditional journals. Practical articles discussing new experiments or measurement techniques, interesting solutions to engineering. Development of new or improved fabrication or manufacturing techniques. Reviews or survey articles of new or evolving fields oriented to assist others in understanding the new area.
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