量化多能互补系统极端情况下抽水蓄能的灵活性、调节潜力和经济价值

IF 9 1区 工程技术 Q1 ENERGY & FUELS
Jingyue Yang , Hao Zhang , Chenxi Li , Pengcheng Guo , Bo Ming
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引用次数: 0

摘要

可再生能源装机比例较高的电力系统需要大规模的供电调整来保证稳定运行。抽水蓄能作为一种典型的大规模柔性电源,可以有效地稳定可再生能源的输出波动。本研究旨在通过探索抽水蓄能在极端情况下的调节潜力来增强新型电力系统的灵活性。使用高斯混合模型(GMM)聚类生成具有低、中、高可再生渗透率的极端场景。这些场景能够对供应和需求双方的灵活性监管需求和能力进行深入分析。为评价抽水蓄能的灵活性、调节能力和经济效益,建立了抽水蓄能调度优化模型。该模型量化了不同情景下抽水蓄能的柔性调节能力和日总电力成本。结果表明:在中等侵彻情况下,可转移负荷总量和峰值时段均有所减少;在高渗透场景下,抽水蓄能的柔性调节能力更加突出。当可再生能源、抽水蓄能和火电的比例为2:1:1时,抽水蓄能增强了灵活性调节,使总电力成本最小化。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Quantifying the flexibility regulation potential and economic value of pumped storage in extreme scenarios of multi-energy complementary system
The power system with a high proportion of renewable energy installed capacity requires large-scale power supply adjustment to ensure stable operation. Pumped storage, as a typical large-scale flexible power supply, can effectively stabilize the output fluctuations of renewable energy. This study aims to enhance the flexibility of novel power systems by exploring the regulation potential of pumped storage under extreme scenarios. Extreme scenarios with low, medium, and high renewable penetration rates are generated using Gaussian Mixture Model (GMM) clustering. These scenarios enable an in-depth analysis of flexibility regulation demands and capabilities on both the supply and demand sides. A scheduling optimization model is developed to assess the flexibility regulation capacity and economic benefits of pumped storage. The model quantifies the flexibility regulation capacity and the total daily electricity cost of pumped storage under different scenarios. The results show that in the medium penetration scenario, the total transferable load and its peak periods are reduced. In the high penetration scenario, the flexibility regulation capacity of pumped storage becomes more pronounced. When the ratio of renewable energy, pumped storage, and thermal power is 2:1:1, pumped storage provides enhanced flexibility regulation and minimizes the total electricity cost.
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来源期刊
Energy
Energy 工程技术-能源与燃料
CiteScore
15.30
自引率
14.40%
发文量
0
审稿时长
14.2 weeks
期刊介绍: Energy is a multidisciplinary, international journal that publishes research and analysis in the field of energy engineering. Our aim is to become a leading peer-reviewed platform and a trusted source of information for energy-related topics. The journal covers a range of areas including mechanical engineering, thermal sciences, and energy analysis. We are particularly interested in research on energy modelling, prediction, integrated energy systems, planning, and management. Additionally, we welcome papers on energy conservation, efficiency, biomass and bioenergy, renewable energy, electricity supply and demand, energy storage, buildings, and economic and policy issues. These topics should align with our broader multidisciplinary focus.
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